{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "376159e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 决策树算法\n",
    "# 载入分析所需要的模块和函数\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import RocCurveDisplay\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from mlxtend.plotting import plot_decision_regions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa393f25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 700 entries, 0 to 699\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   credit       700 non-null    int64  \n",
      " 1   age          700 non-null    int64  \n",
      " 2   education    700 non-null    int64  \n",
      " 3   workyears    700 non-null    float64\n",
      " 4   resideyears  700 non-null    float64\n",
      " 5   income       700 non-null    float64\n",
      " 6   debtratio    700 non-null    float64\n",
      " 7   creditdebt   700 non-null    float64\n",
      " 8   otherdebt    700 non-null    float64\n",
      "dtypes: float64(6), int64(3)\n",
      "memory usage: 49.3 KB\n"
     ]
    }
   ],
   "source": [
    "# 分类问题决策树算法示例\n",
    "# 变量设置及数据处理\n",
    "data=pd.read_csv('数据6.1.csv')\n",
    "data.info()\n",
    "data.isnull().values.any()\n",
    "data.credit.value_counts()\n",
    "data.credit.value_counts(normalize=True)\n",
    "#将样本示例全集分割为训练样本和测试样本\n",
    "X = data.iloc[:,1:]#设置特征变量\n",
    "y = data.iloc[:,0]#设置响应变量\n",
    "X_train, X_test, y_train, y_test =  train_test_split(X,y,test_size=0.3, stratify=y, random_state=10)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2cee403a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[139  16]\n",
      " [ 11  44]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.93      0.90      0.91       155\n",
      "           1       0.73      0.80      0.77        55\n",
      "\n",
      "    accuracy                           0.87       210\n",
      "   macro avg       0.83      0.85      0.84       210\n",
      "weighted avg       0.88      0.87      0.87       210\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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6c40aNdRk51UTJkwgKCiIqlWrYmZmxsSJE6lWrVqKdWJjY1m6dKk6Q6GjoyMbN24kNjaWJ0+e4Ofnl+a+hRA5Q54mECKXJA+hJ5clTkxMTFFOt1u3bhgZGVGtWjXKly/P3bt3052Rz9PTE0gqEhQREUHnzp0B6NGjB0OHDiU6OhqAVq1aUb16dSCpcNGKFSsYNWoUQ4cOZcmSJXz99dcsW7aMgwcPpnoNFxeXLM0vkNmRhV27dlGvXj38/f25ffs2rq6utGvXjpo1a6r7GTx4MM2aNVNHCrI6d4EQ4u1IMiBELlEUhffee49Nmzalubxo0aLq/xsZGWV4P0DyfAJvqrCX3vL+/fur0xzb2NioCcOrjhw5wsiRI9Pcfvny5djb26f4nZmZWYpv6zdu3KBRo0aptl22bBljx47F0NCQ6tWr07BhQ06ePKkmA+PHj+fFixfqxEzwv7kLZs2aBSRN3pTR3AVCiLcjlwmEyCVNmjTh2LFjnD17FoD4+Pg0h9tfV6JECaKiotJcVqZMGczMzNi2bRsAGzduxMrKihIlSgBJN/Xdvn0bRVFYsWKFOipRrlw5mjVrxrBhwxgyZEia+04eGUjr3+uJAED37t3x8fEhISGBmzdvEhAQkKpkMEDNmjXZvXs3kDSyceLECfUP+4wZMzh37hyrVq3C0PB/p6OYmBiePXsGwIULF/D19aVv375vPHZCiOyRZECIXFKpUiX++usvhgwZgoODA1qtNs3h+deNGjWKBg0aqDcQvm758uXMnj0bjUbD3LlzWbp0qbqsadOm9OvXD2tra4oXL87QoUPVZf3790dRlBRTHr+N1q1b07hxY6ysrHBzc+PHH39UL4MMGTKELVu2ADB16lSCg4Oxs7OjSZMmjB07FhsbGyIiIpg2bRphYWE0atQIrVaLt7c3kDR3gZOTEzY2NvTv3z/F3AVCiJwncxMI8f/y+9wEb+Lj40NAQABLlixJc/mXX35JQkJCgapjkJtkbgIh/kfuGRBCDzRt2pSYmBj27t2r61CEEPmQJANCFBIDBw5k4MCBaS47fPhw3gYjhChQ5J4BIQogHx+fdG8EzE0xMTG0bt2acuXKpbqnITIykk6dOlGnTh2cnJw4f/68umzt2rVYWVlRu3ZtJk+enO7+f/75Z+rUqYOlpaVaiAlg8uTJaDQaOnXqpJYsvnz5Mh988EEOv0Mh9JMkA0KITDM2NmbSpEmsWLEi1bLvvvsOe3t7Ll++zIwZM9THFJ8+fcqECRM4cOCAWrr4wIEDqba/fPkyv/76K6dPn+b06dP89NNPhIaG8vTpU44ePUpQUBBOTk74+fkB8Nlnn/HNN9/k7hsWQk9IMiDEW4qOjqZbt25oNBrs7OzUb747duygcePGODo64uzszKlTp4CkyoO1atVi+PDh2NjY0KJFC06fPk3r1q2pVasWc+fOVfed/MfX3t6e+vXrp/loYmJiIpMnT6ZRo0ZoNBomTZqUYVxvw8TEBHd3d0qVKpVq2fr169XRCg8PDy5dusTDhw/ZuXMnbm5uVK1aFWNjYwYMGJDmpEYbNmygT58+lCpVitKlS9OzZ082btyIkZERcXFxJCYmEhMTg4mJCVu3bsXW1hYLC4u3fk9CCLlnQIi3tnPnTt555x02btwIwOPHjwFo3LgxR44cwdDQkFOnTvHRRx/xzz//AEkJwYcffsjChQvp3r07o0aNYs+ePURHR1OnTh1GjBhBsWLFSEhIwNTUlODgYDZv3sygQYM4ceJEitf38fEB4NixYyQmJtK1a1d27NhBTExMmnG9KiwsjK5du6b5vmbPnk3btm0zfRxeL09sampKREREmmWLd+7cmeb2Go0mxXqXLl2iVKlSdO3alfr166PVamnWrBkeHh74+vpmOjYhRMYkGRDiLTk4ODBx4kTGjx9P69at1cI7d+7cwcvLi+vXr2NsbMyVK1fUbapXr65W69NqtcTExFC8eHGKFy9OpUqVuHPnDubm5gAMGDAAgC5dujBo0KBUBYl8fX05c+YM27dvByAqKorLly/ToUOHNON6lbm5eZZKEGdHZp9ezmi98ePHM378eAC+/vpr/vOf/xAUFMT3339P+fLl+fnnn9XCS0KIrJPLBEK8pdq1a3Pq1ClcXFxYunSpOm/AyJEj8fLy4uzZsxw6dIgXL16o27xaitjQ0DDVz1mZqlhRFObMmaNWC7x8+TKjR49ON65XhYWFpTs5UfK1+cwyNTVNUZ44IiKC6tWrp1m2OK05GDKzXnh4OAcPHuSDDz5g2rRpLF26FFdXV1auXJmlWIUQKUkyIMRbioiIwMTEhJ49e/Ljjz9y7NgxIOnGueQ/Zr/99lu29798+XIAtm3bRq1atdR5CpK1b9+eBQsWqMnGrVu3uHPnTrpxvSp5ZCCtf1m5RABJ5YmTCx75+vpiaWlJpUqVaNeuHfv37+f27du8fPmSpUuX0r1791Tbd+vWjTVr1vD8+XOePXvG33//Tbdu3VKs8+mnn/Ltt98CSU82GBgYYGhoqE7UJITIHrlMIMRbCg4OxtvbGwMDAxRFYd68eQDMnDmTQYMGUaZMGXr06JGtfRsZGREeHo5Go8HY2Fi9P+BVgwcPJiIiAicnJwwMDChZsiQ+Pj6EhoamGdfb0mg03L59m2fPnmFqasqsWbPw8vLi008/xdPTkzp16lC6dGk1iSlbtixz5syhWbNmJCYm0rt3b9zd3QFYuHAht27dYsaMGVhZWTF8+HC0Wi2KojB27Fhq1aqlvq6/vz+lS5emfv36AHz88cc0bNiQsmXLpjsZlBAic6QcsRD/Lz+WIzY2Ns7SJQOReVKOWIj/kcsEQgghhJ6TZECIfExGBYQQeUGSASGEEELPSTIghBBC6DlJBoTIQdOnT9fZDYg+Pj5UrFiRnj17qr/LzARBvr6+KeoLlCpVip9//hmA+fPno9Fo0Gq1ODk5pZhTYOHChdjZ2WFra8vIkSNJSEh4Y4w3b96kWbNmWFlZ4ebmxu3bt1OtEx0dTadOnahbty729vYMHjxYnZwI4NKlS7Ro0QIbGxusra05efIkkFT+WavVYmxsnGruBBcXF0qVKkVAQMAbYxRCH0kyIEQh0q1bN/7++28g8xMEeXh4qLUF/vnnH4yNjdVHIfv160dQUBCBgYEsWbJErYYYEhLC999/z+HDhwkJCcHExCRThX8+++wzvLy8uHTpEr1791bnUXjd2LFjuXjxImfOnCE6OpoFCxYAqI8mfvXVV5w7d47AwEAsLS0BqFOnDitWrKBv376p9nfkyBGcnJwycQSF0E+SDAiRji+++EItcAOwbt069Q9N8jPu9vb2eHl5ERsbm2r7gQMHpviGamlpSVhYGABBQUG0aNGCBg0a4OrqmuYERG8rsxMEvWrLli00aNBALZZUpkwZdVlUVBQGBgYAnDt3DmdnZ8qWLQtA27ZtWbNmzRtj2rZtG/379weSyixv3rw51TolSpSgZcuWQFI1xoYNG3Ljxg0Adu/ejYWFBU2bNgWgWLFiagyWlpbY2dlhaCinNSGySnqNEOnw9PRk1apV6s+rVq3C09MTSLoccPz4cYKDg6lQoUKaxYDSEx8fz7Bhw1i+fDknT55k7ty56mx/r3rbUsFpTRD0arnftKxYsYJ+/fql+N2ff/6JlZUVnTp1UgsJaTQaAgICuHXrFgkJCaxbt+6N+3748CElS5akWLFiAJQsWRITExOePn2a7jaxsbEsXboUDw8PAC5cuEDx4sXp2LEjjo6OfPzxxynKPAshskcqEAqRDmtra4oUKUJQUBA1atTg+PHjrF27FoDNmzerJYCfPn1KYmJipvd78eJFQkJC6NChg/q7R48epVrvbScRymo9sQcPHnDw4MEUCRDAoEGDGDRoEL6+vkydOpV9+/ZRt25dvv76azp37oyJiQmtW7d+Y6xZjUdRFAYPHkyzZs3UkYKXL1+yb98+Tp48SZUqVRgyZAhz5szhiy++yNK+hRApSTIgRAb69u3LqlWrqFOnjvqHLywsjOnTp3Py5EkqV67MvHnzOHPmTKptjY2NUyQJyd9gFUWhdu3ab/zj+bbTC5uZmREUFKT+nN4EQcnWrFmDh4cHpUuXTnO5h4cHAwYM4PHjx5QvXx4vLy+8vLwA2LhxI5cvX84wnooVKxIVFcWLFy8oVqwYUVFRxMXFqcP8rxs/fjwvXrxQb2ZMfk9NmzalevXqAPTq1YtFixZl+LpCiDeTywRCZOCDDz5gzZo1rFy5Ur1EEBkZSfHixSlfvjzR0dHq0PnrLCws1Dvdjxw5wq1bt4CkEYdnz56xd+9eICk5OH36dKrt33YSocxOEJQsrUsEFy9eVP//0KFDFC1alPLlywNw9+5d9XjMnj2bjz/+GEh6YsDa2jrV/g0MDOjQoQPLli0DSHcmRYAZM2Zw7tw5Vq1aleIegHbt2nHhwgX10sLu3buxtbV947EQQmRMRgaEyEC1atWoVasW165dw8XFBUi6Xu7m5oa1tTWVK1emUaNGaV63Hjp0KF27dsXe3p733nsPc3NzAExMTNi0aROjR49m/PjxxMfH0717dxwdHXM09sxOEARw9epVrl27Rps2bVLsY968eezfvx8TExNKlSrFhg0b1GXvv/8+d+/eRVEUJk6cqB6fW7duYWyc9qll1qxZ9O3blzlz5lC1alX++usvdZvkpxoiIiKYNm0aVlZWNGrUCEhKAmbNmkWZMmWYMWMGrq6uANja2rJ48WIA9u7dq45cbNmyBW9vb65evZpiemghRNpkoiIh/p+trS0tW7bkl19+0XUo2eLj40NAQIA6jbCu/Pzzz1SsWFG9hJBfuLm5MXPmTDWRGD16NHv37iUkJETHkQmhe3KZQIj/Z2lpybZt29IshFMQFC9enH379qUoOqQLY8aMyXeJgIuLC9euXaNIkSIA3L59m23btlGnTh0dRyZE/iAjA0L8v8uXL+Pu7k7JkiUZOnQoFStW1HVIIhc8fPiQxYsXExUVhb+/v1q0SAh9JsmAEK+4fPkynp6enDt3jqioKF2HI3JByZIlsbGxYdWqVZIICPH/JBkQIg2KomSpdkB2xMXF0bdvX7Zt28a6devo1KlTrr5efrVlyxZ69+5Np06dWLVqFSYmJrn6eoaGhmolRSFEEkkGhNCBuLg4+vTpg6+vL+vXr6djx466Dkmntm3bRo8ePejQoQOrV69Wr+0LIfKGJANC5LG4uDh69+7Njh072Lhxo1pqV99t376d7t270759e9auXSsJgRB5SJIBIfJQbGwsvXr1YteuXWzcuJH27dvrOqR8xdfXl27dutG2bVvWrVsnNQKEyCOSDAiRR2JjY+nZsye7d+9m06ZNtGvXTtch5Us7d+6ka9eutG7dmr///lsSAiHygCQDQuSB2NhYevTowd69e9m8eXOqSn8iJT8/P7p06UKrVq1Yv369JARC5DIpOiRELnvx4gXdu3dn7969bNmyRRKBTGjbti1btmxh7969dO/eXaYpFiKXyciAELnoxYsXdOvWDX9/f7Zu3UqrVq10HVKBsnv3bjp37oybmxsbN26kWLFiug5JiEJJkgEhcsmLFy/o2rUrBw8eZOvWrbRs2VLXIRVIe/bsoVOnTjRv3pxNmzZJQiBELpDLBELkgpiYGLp06cLBgwfZtm2bJAJvoVWrVmzbto2DBw/SpUsXYmJidB2SEIWOjAwIkcOio6Pp0qULR44cYfv27bi5uek6pEJh//79dOjQAVdXVzZv3kzx4sV1HZIQhYYkA0LkoOjoaDp37sw///yDr68vzZs313VIhYq/vz8dOnTAxcWFzZs3U6JECV2HJEShIMmAEDkkOjqaTp06cfToUXx9fWnWrJmuQyqUDhw4gIeHB40bN2br1q2SEAiRA+SeASFyQFRUFB07duTo0aPs2LFDEoFc1Lx5c3bs2MHRo0fp2LGjzC4pRA6QkQEh3lJyInDixAl27NiBq6urrkPSC4cOHaJ9+/Y0bNiQbdu2UbJkSV2HJESBJcmAEG/h+fPndOjQgVOnTrFz506aNm2q65D0SkBAAO3bt6d+/fps376dUqVK6TokIQokSQaEyKbnz5/j4eFBYGAgO3fuxMXFRdch6aUjR47Qrl07tFotvr6+khAIkQ2SDAiRDc+ePcPDw4OgoCD8/Pxo3LixrkPSa//88w9t27bFwcEBX19fSpcureuQhChQJBkQIouePXtG+/btCQ4OZteuXTg7O+s6JAH8+++/tG3bFnt7e3bs2CEJgRBZIE8TCJEFkZGRtGvXjrNnz7J7925JBPKRxo0bs2vXLoKDg2nXrh2RkZG6DkmIAkNGBoTIpORE4Ny5c+zevZuGDRvqOiSRhmPHjtGmTRtsbGzYuXMnZcqU0XVIQuR7MjIgRCY8ffqUtm3bcv78efbs2SOJQD7WqFEjdu/ezblz52jbti1Pnz7VdUhC5HsyMiDEGzx58oS2bdty+fJldu/eTYMGDXQdksiEEydO0Lp1a+rWrYufnx9ly5bVdUhC5FuSDAiRgSdPntCmTRuuXLnCnj17qF+/vq5DEllw8uRJWrduTZ06dfDz86NcuXK6DkmIfEmSASHS8fjxY9q0acO1a9fYs2cPjo6Oug5JZMOpU6do1aoVlpaW7Nq1SxICIdIgyYAQaXj8+DGtW7cmNDSUvXv3otVqdR2SeAunT5+mVatW1KpVi127dlG+fHldhyREviLJgBCvefToEa1bt+b69evs3bsXBwcHXYckckBgYCAtW7bE3Nyc3bt3U6FCBV2HJES+IcmAEK949OgRrVq1Ijw8nL1796LRaHQdkshBZ86coWXLltSoUYM9e/ZIQiDE/5NHC4X4fw8fPqRly5aEh4ezb98+SQQKIQcHB/bt20d4eDgtW7bk4cOHug5JiHxBkgEhgAcPHtCyZUtu3rzJ/v37sbe313VIIpdoNBr27dtHREQELVu25MGDB7oOSQidk8sEQu8lJwJ37txh37592Nra6jokkQfOnj1LixYtqFq1Knv37qVSpUq6DkkInZGRAaHX7t+/T4sWLbh79y779++XRECP2NnZsX//fu7cuUOLFi24f/++rkMSQmckGRB66969e7Ro0YJ79+6xf/9+bGxsdB2SyGO2trbs378/xWdBCH0klwmEXko++T98+JD9+/djbW2t65CEDp0/fx53d3cqVarEvn37eOedd3QdkhB5SkYGhN65e/cu7u7uPHr0CH9/f0kEBPXq1cPf35+HDx/i7u7O3bt3dR2SEHlKkgGhV+7cuYO7uztPnjzB39+funXr6jokkU9YW1vj7+/P48ePcXd3586dO7oOSYg8I5cJhN64ffs2LVq0IDIyEn9/f+rUqaPrkEQ+dOnSJdzd3SlTpgz79++nSpUqug5JiFwnIwNCL9y+fRt3d3eePXsmiYDIkJWVFf7+/jx79gx3d3du376t65CEyHWSDIhC79atW7i5uREVFSWJgMiUOnXq4O/vz/Pnz3Fzc+PWrVu6DkmIXCXJgCjUbt68iZubGzExMfj7+2NpaanrkEQBYWlpib+/P9HR0bi7u0tCIAo1SQZEoRUREYGbmxuxsbH4+/tTu3ZtXYckCpjatWvj7+9PTEwMbm5u3Lx5U9chCZErJBkQhVJyIhAfH4+/vz+1atXSdUiigEpOCGJjY3FzcyMiIkLXIQmR4yQZEIVOeHg4bm5uvHz5En9/fywsLHQdkijgatWqhb+/P/Hx8bi5uREeHq7rkITIUZIMiELlxo0buLm5kZCQgL+/P+bm5roOSRQSFhYW+Pv78/LlS9zc3Lhx44auQxIix0gyIAqN69ev4+bmhqIokgiIXGFubs6BAwdITEzEzc2N69ev6zokIXKEJAOiUAgLC8PNzQ0DAwP8/f2pWbOmrkMShVTNmjU5cOAAgCQEotCQZEAUeMmJgKGhIf7+/tSoUUPXIYlCrkaNGvj7+2NoaIibmxthYWG6DkmItyLJgCjQQkNDad68OcbGxhw4cAAzMzNdhyT0RHJCYGRkhJubG6GhoboOSYhsk2RAFFjXrl3Dzc2NIkWKcODAAUxNTXUdktAzZmZm+Pv7Y2JigpubG9euXdN1SEJkiyQDokC6evUqbm5uFC1aFH9/f6pXr67rkISeMjU1xd/fn6JFi0pCIAosSQZEgXPlyhXc3NwoXry4JAIiX6hevTr79++nePHiNG/enKtXr+o6JCGyRJIBke9FRUXx4Ycfcu/ePTURKFmyJP7+/lSrVk3X4QkB/C8hKFGiBG5ubly5coV79+7x4YcfEhUVpevwhMiQJAMi39uyZQt//vkn58+fp3nz5pQuXZr9+/dTtWpVXYcmRArVqlXD39+fkiVL4ubmxrlz5/jzzz/ZunWrrkMTIkMGiqIoug5CiIx069aN0NBQ7t27R7ly5di3bx9VqlTRdVhCpOvOnTu4u7sTGRlJpUqVqF27Nhs2bNB1WEKkS5IBka9FRkZSuXJlihYtSqVKlejYsSOXLl1i3bp1lC5dWtfhCZFKZGQkvXv3xsrKiq1bt/Lw4UNiY2N58OCBfGZFviWXCUS+tnjxYuLi4oiOjiY0NJRVq1ZhaWlJ0aJFdR2aEGkqVqwYlpaWrFq1irCwMKKiooiLi2Px4sW6Dk2IdEkyIPK1o0ePYmJiQt++fdm9ezd37tzhv//9L0WKFNF1aEKkqUiRIvz3v//l9u3b7N69G09PT0xMTPj33391HZoQ6ZLLBEIIIYSek5EBIYQQQs8Z6zqA/C4yMhJvb29CQkKIjIzUdTgiF5QpUwZbW1tmzZpFmTJldB2OyEPR0dFMmjSJM2fO8OTJE12HI3JBuXLlcHBw4JtvvqFEiRK6DiffkssEGYiMjKRt27acO3eODh06UKFCBV2HJHLBo0eP2L59OzY2Nvj5+UlCoCeio6Pp0qULR44coVOnTlSsWBEDAwNdhyVykKIoPHz4kK1bt+Li4sLmzZslIUiHjAxkYPTo0Zw/f569e/fi5OSk63BELjpx4gStWrVi9OjR+Pj46DockQcmTZrEkSNH8PX1pXnz5roOR+SiAwcO4OHhwaRJk/jpp590HU6+JPcMZODMmTO8//77kgjoAScnJ/r06cOZM2d0HYrII2fOnKFTp06SCOiB5s2b07FjR+nfGZBkIANPnjyhYsWKug5D5JFKlSrJdWM9Iv1bv0j/zpgkA2+gD9cQ/f39adWqVba2vXDhAr169QKgYcOGvHz5Ul02ZswYTE1NMTYuGFej9KGtRUr60Oa51b+TffTRRwWij+tDW78NSQbEWzlw4ADu7u7cvn2bypUrpzgp9OrVixMnTugwOiHE28iofwMcOnSI58+f6yg6kZMkGSgEjI2NmTFjBlqtFo1Gw6VLlwCIi4tjxIgR2NnZYWdnx5IlS9RtVq5ciZWVFQ0aNGDz5s3q7xMTE5k8eTKNGjVCo9EwadKkNF9zy5YtaLVaPv/8c3755ReaNGlCYGAgWq2WsLAwAFxdXWVCISHeUn7t37GxsXh7e/P999/n3psXeUaSgUIgISEBKysrAgMD6d+/P3PmzAFgwYIF3L9/n6CgIA4ePMg333xDSEgId+7cYeLEiRw4cIATJ05w48YNdV/Jd9IfO3aMwMBAzp49y44dO1K9ZufOnQkMDMTc3Jxz587Ro0cPVqxYof5OCJEz8mv/njFjBoMHD6Zy5cq5fgxE7pNkoBAwMDCgR48eQNJ1vdDQUCDpWuGgQYMwNDSkQoUKdO7cmQMHDnD06FFcXV2pWrUqBgYG9O/fX92Xr68va9euRavVUr9+fc6fP8/ly5fTfN2nT59SsmRJDA0NOX36NI6Ojrn/ZoXQM/mxfwcFBXH06FEGDRqUi+9c5KX8f9eHeCNDQ0NMTEwAMDIyUm/yef2GmczcQKMoCnPmzKFr164Zrufi4sK9e/eIjIzEwcGBK1eu4O7ujqenJxMnTszeGxFCpJIf+/fhw4c5d+4cFhYWQNLohbm5OUFBQVK0q4CSkYFCzM3NjaVLl6IoCo8fP2br1q00b94cZ2dnDh8+zJ07d1AUhRUrVqjbtG/fngULFvDixQsAbt26xZ07d1Lt+8iRI3h6erJkyRKWLFmCp6cngYGBkggIkUd02b9HjBjBrVu3CAsLIywsDCMjI8LCwiQRKMAkGSjEhg8fTsWKFbG3t+e9997D29sbW1tbqlSpwnfffUezZs1wcnLCzMxM3Wbw4ME0adIEJycn7O3t6d69e7rP5h46dIj33nuPAwcOpFm45T//+Q+mpqYkJCRgamrKRx99lFtvVQi9o+v+LQoXmZsgAxYWFnh6ejJz5kxdhyLywJQpU1i5cqV6TVYUbo6OjjRt2pT//ve/ug5F5IFRo0Zx+PBhTp8+retQ8iUZGRBCCCH0nCQDQgghhJ6TZCCHZbb0Z3rlOwMDA9myZUu2X/vgwYPqz1u2bGHGjBnZ2ldOSq8s8cqVK3FwcECj0eDk5MS+ffvS3D4yMpI+ffpgb2+PRqNJdXxmzZpF3bp1sbW15cMPP1R///3332Nra4tGo6Fdu3bcvXs359+cEFmU3A9u3bpF586dgaR5En755Zd0t9HleSU7QkNDadCgAVqtFhsbG7744ot01/3555+pU6cOlpaWzJ8/X/29j48PNjY2GBoaEhAQoP4+KiqKRo0aodVqsbW1ZdiwYWmWSRZZI8lAPpNRp1UUhcTExHS3fT0Z6Ny5M1OnTs2RuB49epTtbdMrS2xhYcG+ffsICgrizz//5IMPPkjz/X399deYmpoSHBzMwYMHmTJliloCdfXq1fz777+cPXuWkJAQvvnmGwAuX77MggULOHHiBEFBQWi1WqmUJnLFm/pleqpVq6b29TclA28ru8lAdvt9tWrVOHz4MIGBgQQGBuLn54e/v3+q9S5fvsyvv/7K6dOnOX36ND/99JN6z05y9cRmzZql2KZ48eLs27ePwMBAgoODefDgQYonJkT2SDKQA7Jb+nPSpEnY29tTv359goODefbsGVOnTmXjxo1otVp++eUX/P39adKkCT179sTOzo6bN2/y8ccf07BhQ+zt7fHy8iI2NpaLFy+ycOFC5s+fj1ar5e+//8bHx4chQ4YAGZcuTc+LFy9YvXo17dq1o1u3btk+PumVJXZxcVFnjbOzsyM2NpaoqKhU6509e5Z27doBUK5cOaytrdWqaT///DNffvml+hx28usoikJ8fDwxMTEoikJkZCRVq1bN9nsQ+mvfvn00atQIBwcHGjZsyKNHj9Lsl+vWrcPZ2RlHR0d69OjB06dPgaQ/xI6Ojmg0GqZNm6buNywsDEtLSwDGjRtHeHg4Wq1WLRKUm+eVjNy/f5+ffvoJR0dHfvjhh2wds6JFi1KsWDEA4uPjiY+PT7MOwoYNG+jTpw+lSpWidOnS9OzZk40bNwJgb29PnTp1Um1jaGhIqVKlAHj58iWxsbEyCVEOkGTgLWW39Gfy43bBwcFMmzaNQYMGUbp0aWbMmEG3bt0IDAxk9OjRAJw6dYqvvvqKkJAQzMzMmD59OsePHyc4OJgKFSrg4+ND3bp1GT58OB999BGBgYH07NkzRZzplS5Ny7///svw4cOxtbXlwIEDTJs2jQMHDqjLW7VqhVarTfXv66+/zvZxXL16Nfb29pQuXTrVMkdHR9auXUtiYiI3b94kICCA8PBwIGlWtR07duDs7Kw+BgVgZWXFxx9/jJmZGVWrViUkJIQxY8ZkOz6hnx48eEC/fv1YtmwZZ86cYd++feofolf7ZXR0NIsXL+bgwYOcPn2axo0bq6NUAwYMYNasWQQFBVGhQoU0X2fu3LmYmZkRGBjIsmXL8uS88qr4+Hg2bdpE165dadasGU+ePGH9+vVqnw4LC0uzz2u1Wvz8/NJ8Tw8fPsTBwYHKlSvTqlWrNB9PjIiISPHoY40aNdS+/SbOzs5UrlyZMmXK4OnpmaltRPqkAuFberX0J0D//v2ZN28ekFT688yZM2zfvh1IutZ1+fJl2rdvDySdJAC6dOnCoEGD0vxWDFC/fn3q1aun/rx582a1cMjTp08zNUTp7+/PkCFDUpUutbW1TbHemDFj+OOPP/jhhx/4+eefKVq0aKp97dmz542vlxWnT5/G29s73f1+/vnnjB8/nvr161O9enWaN2+OkZERkPTNICoqiqNHj3L27FnatGnDxYsXiYuLY8OGDVy5coV33nmHIUOGMGfOHLy9vXM0dlG4/fvvvzRu3Bhra2uAFMnqq/1y9+7dBAcH4+zsDCT9cbW3t+fp06fcvn2btm3bAjBw4EA++eSTN75uXpxXXuXk5MTz589ZvHgxLVq0SLXc3NycwMDAN+7nVRUrVuTMmTPcv3+fjh07EhISkup88zZPth89epTnz5/To0ePt5qmWSSRZCAXZbb055uULFlS/f+wsDCmT5/OyZMnqVy5MvPmzePMmTNv3EdmS5eOHz+e8uXLM3fuXHbu3En//v3x8PCgSJEi6jqtWrXiwYMHqbbt1asXkydPzuzbAuDSpUv06NGD1atXpzkkCEnv/7ffflN/7tKli3pyNjMzo3fv3kDSpQZTU1OuXr3K5cuXqVWrlnoy7dWrFwsXLsxSbEJk9Mfq1X6pKAp9+vThp59+SrFO8qWCnI4pJ84rr1q8eDF//vknw4YNo02bNvTr148mTZqoy8PCwtJ9vdmzZ6vJTloqV65Ms2bN2LVrV6pkwMzMLMVIwI0bNzA1Nc103KVKlaJz585s3bpVkoG3JJcJ3tLblP5cvnw5ANu2baNWrVqULFmS0qVLExkZme7rRUZGUrx4ccqXL090dLS6DyDDbdMrXfq6mjVrMn36dM6dO8fYsWPZsmULVlZWKb5R79mzR70x6NV/WU0EIiIi6NChAwsWLEhx4nnd06dPiY2NBeDw4cOEhobSunVrAHr27KmOKISHhxMeHo65uTk1a9bk6NGj6vHYvXs3NjY2WYpPiCZNmvDvv/9y4cIFAJ49e0ZcXFyq9Vq1asXGjRuJiIgAIDo6mgsXLlC2bFmqVavG7t27AVL011eVLl2aZ8+eqT/n9XmlUaNGLFiwgJCQENzc3Pjqq6+wtrZm1apVwP9GBtL6l1YiEB4eTkxMjHrM9u7dmyoRAOjWrRtr1qzh+fPnPHv2jL///vuN9yfdu3dPrZoYGxuLr69vmvsWWSPJwFvKbulPIyMjwsPD0Wg0TJ06lT/++AOAFi1aqNfn0rrRR6PR4ObmhrW1NS1btqRRo0bqsi5duuDn54ejoyN///13iu3SK12aHgMDA5o1a8Yff/zBuXPneO+997J9jNIrS/zll19y7949PvvsM/X6Y/Jc6VOnTlW/yV+8eBE7Ozvq1avHlClTWLduHYaGSR/diRMncujQIezs7OjUqRMLFy6kXLlyNGrUiAEDBtCoUSPs7e25fv26XCIQWVapUiWWL1+Ol5cXDg4OtGrVSn2S5VX16tXjxx9/pHPnzjg4ONC4cWP1nhwfHx8+/fRTNBpNmiNqkDSk3rZtW2xtbenfv3+en1eSFS1alN69e+Pr64u/v3+K182KkJAQ9abLJk2a0LdvX9q0aQPAwoUL1aecrKysGD58uNr/R48eTa1atdTjZmpqyj///EP37t2pX78+kJT8uLu7o9FoqF+/PjY2NuqN0iL7pBxxBqQcsX6RcsT6RcoR6xcpR5wxGRkQQggh9JwkA0IIIYSek2RACCGE0HOSDBRA+WG+gczy9vbG0tISKysr1q9fn+Y6N2/epF27djg4ONCgQQP++ecfddnGjRtxcHDA3t6e3r17Ex0dnVehC5EnClt/PnnyJM7OzhQtWjTV/VYDBw5Eo9Hg4OBAmzZt1KcvfH19UxQyKlWqFD///HOuvx/xP5IMFEAZnTzy04Qde/bs4ciRI1y8eJH9+/czbty4NO/EHj9+PB06dODMmTNs2LCBjz76CEVRePToESNHjmTbtm0EBwfTpEkTmV9AFDqFrT9XqVKFX3/9lQkTJqRa9vPPPxMUFMSZM2fw8PBgypQpAHh4eKiPKv7zzz8YGxvTo0ePXH9P4n8kGdAxf39/XF1dadCgAW3atFELcAwcOJBRo0bh6uqKhYWFOpvXuHHjSEhIQKvVqkU2zM3N8fb2xsnJiXnz5hESEsJ7772HRqOhWbNmXLx4EUh6VKdTp060atWKunXrMmDAAOLi4ggICEhRdSw8PBxLS8u3qg4GsH79egYOHIiRkRHVq1enadOm7Nq1K9V6r849ULNmTYyNjTlx4gRXr16lVq1a6uNNbdu2Zc2aNW8VkxC5SfozVK9enQYNGqjzhbyqbNmy6v9HRUWlWfxsy5YtNGjQIEvFh8Tbk2RAhx49esSkSZPYvn07J0+eZOjQoSmy6bCwMA4cOMDhw4eZPHky8fHxzJ07FyMjIwIDA1OU7y1SpAgnTpxg3LhxeHl5MXHiRIKCghgzZow68QlAQEAAS5cu5cKFCzx//pxFixbh6urK/fv3uXr1KgB//PEHAwcOTNVRjxw5km598uDg4FTvL7N1xx0dHfnrr7+ApMTg7NmzhIeHU6dOHa5evcq5c+cAWLNmTabrlguR16Q/Z85HH31EtWrV+Ouvv5g1a1aq5StWrKBfv35Z3q94O1KOWIeSh9ySKwEmJiamqH3erVs3jIyMqFatGuXLl+fu3bvpZsvJE3U8ffqUiIgIdZ70Hj16MHToUPVae6tWrahevTqQVO98xYoVjBo1iqFDh7JkyRK+/vprli1blmIq5GQuLi5Zqk+e2W8iP/74I2PGjEGr1VK3bl1cXV0xMjKiXLlyLF26lCFDhhAfH0+3bt3Sna9dCF2T/pw58+fP57///S+TJk1iwYIFTJ8+XV324MEDDh48qFY+FHlHzqw6pCgK7733Hps2bUpz+auTBBkZGWV4/TC5TvqbpvJMb3n//v1p0KABrq6u2NjYqCeYVx05coSRI0emuf3y5cuxt7dP8bu06o6/WjEx2TvvvKOODAA4ODiocw+0bdtWLXd6+vRptm7dmuH7E0JXpD9nnoGBAV5eXvTt2zdFMrBmzRo8PDzSnL1U5C65TKBDTZo04dixY5w9exZImuksreG515UoUSLdmcjKlCmDmZkZ27ZtA5LuxreysqJEiRJA0k1At2/fVuudJ3+LKVeuHM2aNWPYsGHplvZM/iaR1r/XTxwA3bt3x8fHh4SEBHXq4eSSpK968OABCQkJQNLJ4N1336Vu3boA3L17Vz0206dP5+OPP37j8RFCF6Q/ZywxMZErV66oP2/atClVSXS5RKA7kgzoUKVKlfjrr78YMmQIDg4OaLXaNIfzXjdq1CgaNGiQ7ixdy5cvZ/bs2Wg0GubOncvSpUvVZU2bNqVfv35YW1tTvHhxhg4dqi7r378/iqLQoUOHt39zQOvWrWncuDFWVla4ubnx448/qhn/kCFD2LJlC5B03bNu3bpYW1uzcuVKli1bpu7jk08+oV69etjZ2eHs7Ezfvn1zJDYhcpr056T+fPHiRUxNTfnxxx+ZM2eOOpNoQkICAwYMwM7ODnt7e06fPs3cuXPV/V+9epVr165lKcEQOUfmJshAYZubwMfHh4CAAJYsWZLm8i+//JKEhIQC9dxzTpK5CfRLQZ+bQPpz1sjcBBmTewYEkPQNIyYmhr179+o6FCHEW5L+LLJKkgE9MnDgQAYOHJjmssOHD+dtMEKItyL9WeQkuWegEPLx8dHJ/N5hYWEULVpUfVbZ2dlZXfbqnOU2NjYYGxvz6NGjVPuYP38+Go0GrVaLk5MTBw4cACAuLo4OHTpgb2+vzoUOsHTpUubNm5f7b06IfEJX/TtZfHx8iiJJAJ9++inW1tY4ODjQunVrrl+/nua26Z0HpH/rnowMiBxlZmaW5rPLCxcuVP9/xYoVLFu2jAoVKqRar1+/fnz00UcABAYG0rVrV8LCwvDz88PZ2Znt27fTokULIiMjgaSbq3bu3Jk7b0YIkcp3332Hvb09t2/fVn/XokULvv76a0xMTFiwYAFjx45l48aNqbZN7zywdetW6d86JiMDuSw6Oppu3bqh0Wiws7Nj8uTJAOzYsYPGjRvj6OiIs7Mzp06dApK+XdeqVYvhw4djY2NDixYtOH36NK1bt6ZWrVop7r41NjZm0qRJ2NvbU79+/TQfY0pMTGTy5Mk0atQIjUbDpEmTMowrL6xcuTLdx4fKlCmj/v+r5UqNjY2Jjo4mMTGRhIQEjIyM+PLLL/n888+lEJHQGX3r3xcvXuTgwYN8+OGHKX7frl07tfyws7MzN27ceOO+Xj0PSP/WPTnKuWznzp288847apb8+PFjABo3bsyRI0cwNDTk1KlTfPTRR+psfWFhYXz44YcsXLiQ7t27M2rUKPbs2UN0dDR16tRhxIgRFCtWjISEBExNTQkODmbz5s0MGjSIEydOpHh9Hx8fAI4dO0ZiYiJdu3Zlx44dxMTEpBnXq8LCwujatWua72v27NlqMaBX3bx5k/r162NiYsLo0aPVSmrJ7t27xz///MPff/+d7jH7888/+fbbb3nw4IH6uFKbNm3466+/qF+/PoMGDeLGjRtERETQsmXLdPcjRG7Tp/6tKAojR45k/vz53LlzJ91j8ttvv+Hh4ZHhcXv9PCD9W/ckGchlDg4OTJw4kfHjx9O6dWv1Gdo7d+7g5eXF9evXMTY2TlGMo3r16mplL61WS0xMDMWLF6d48eJUqlSJO3fuYG5uDsCAAQMA6NKlC4MGDUpVvMTX15czZ86wfft2IOnb9uXLl+nQoUOacb3K3Nw8S+VKq1atyo0bN6hcuTLh4eG0bt0aCwsLXFxc1HX++usvOnbsqFZYS8ugQYMYNGgQvr6+TJ06lX379mFkZJSi/kCnTp345ZdfWLJkCbt27UKj0agzoAmRV/Spfy9cuJCmTZtibW2dbjKwePFiTp8+rd7rk57XzwPSv3VPLhPkstq1a3Pq1ClcXFxYunSpWmN85MiReHl5cfbsWQ4dOsSLFy/UbV4tW2poaJjq56xMa6ooCnPmzFEri12+fJnRo0enG9erwsLC0p3IxM/PL9X6RYsWpXLlykDSvQNdu3ZVvw0ly0qFMQ8PD4KDg1N9q9mwYQMODg688847rFu3jrVr13L16lUuX76c2cMiRI7Qp/4dEBCAj48P5ubmvP/++xw+fDjFCMD69ev56aef2L59O8WLF88w7ozOA9K/dUNGBnJZREQEFSpUoGfPnri4uODg4AAkTUCSPEnJb7/9lu39L1++nOHDh7Nt2zZq1aqV6ht3+/btWbBgAe3ataNYsWLcunVLPeGkFdersvrN4d69e1SoUAFjY2OePn2Kn58f3333nbr84sWL3Lx5M91Ka8nrJJciPnToEEWLFqV8+fLq8piYGH788Uf8/PyIj49XyxgbGhqqk7cIkVf0qX+vXLlS/X9/f39mzpyJr68vkFQW2dvbm71796pfCNKT0XlA+rfuSDKQy4KDg/H29sbAwABFUdTHZGbOnMmgQYMoU6YMPXr0yNa+jYyMCA8PR6PRYGxsrF4/fNXgwYOJiIjAyckJAwMDSpYsiY+PD6GhoWnG9TYCAgKYOnUqRkZGJCQkMGjQIFq3bq0uX7lyJe+//z5GRkYptvPw8GDGjBnq/O379+/HxMSEUqVKsWHDhhTrzp49m5EjR6onRa1Wi729PXZ2dmg0mrd+D0JkhT7174yMGDGC6OhodQSiUqVK6pTMr/ZvSP88ANK/dUnKEWcgv5cjNjY2ztKQosiYlCPWL/m9HLH075wl5YgzJvcMCCGEEHpOkoECTL41CFF4Sf8WeUmSASGEEELPSTIghBBC6DlJBnLZ9OnTdXYDoo+PDxUrVqRnz57q79auXYuVlRW1a9dOt0RpRhMOTZ8+napVq6rLvv76a3XZwoULsbOzw9bWlpEjR6qPBWXk5s2bNGvWDCsrK9zc3FLUO0/Ld999h4GBARERESl+n9bkKTt27ECr1WJsbMyKFStSrO/i4kKpUqUICAh4Y4xCpKcg9u+XL18yfPhw7OzssLOzY9GiReqy0NBQ3N3dcXR0xNbWliVLlqjLxowZg6mpaZbKA2e2f589e5YGDRpQp04dunbtyvPnzwG4ceMGzZo1o2TJkqkmZzp06BANGzbE3t6etm3bcvfuXQCePHmCVqulSJEiqc4TIn2SDBRy3bp1U0t+Pn36lAkTJnDgwAEuXrzI/v37060UljzhUGBgIEePHk2x7KOPPlKXJZ9wQkJC+P777zl8+DAhISGYmJikeC45PZ999hleXl5cunSJ3r17q7XV03LlyhX27dtHjRo1Ui1LnjzlVXXq1GHFihX07ds31fpHjhxRH3USoqDKTv9evHgxDx8+JCgoiBMnTuDj40NYWBiQ9ETNBx98wOnTp/H392fChAk8e/YMgF69eqUqh/wmme3fw4cP59tvv+Xy5ctYWVnxww8/AFC6dGlmzZql/pxMURQ++OADFi1aRHBwMMOHD+fzzz8HoFy5cgQGBlKtWrUsxarvJBnIgi+++IJvv/1W/XndunXqH5qPP/5YzVK9vLyIjY1Ntf3AgQNTfEO1tLRUO2FQUBAtWrSgQYMGuLq6pjkpydvauXMnbm5uVK1aFWNjYwYMGMD69etzZN/nzp3D2dmZsmXLAtC2bVvWrFnzxu22bdtG//79gaTSq5s3b05zPUVRGDVqFHPnzlUnL0qW3uQplpaW2NnZYWgoH3PxZvrSv8+ePUubNm0wNDSkWLFiuLq6sm7dOnX506dPAXj+/Dlly5alSJEiALi6ulKlSpUsxZSZ/n337l1u3LihlkwePHiwGnf58uVxcXGhWLFiKbZ58OABiqLg6OgIJJ1v1q5dm6XYREpylswCT09PVq1apf68atUqdSKe6dOnc/z4cYKDg6lQoUKaBULSEx8fz7Bhw1i+fDknT55k7ty5ac5XntXyoa+LiIjAzMxM/blGjRqEh4enuW7yhEPOzs6pvuEvWrQIjUZDt27d1BKhGo2GgIAAbt26RUJCAuvWrUt338kePnxIyZIl1Y5esmRJTExM1JPRq5YsWUKjRo2oV69eit8nT57y888/p0oShMgKfenfjo6ObNy4kdjYWJ48eYKfn5+63rfffouPjw+mpqbY2dkxf/78FOWSsyKz/Tsr56VklSpVwtjYGH9/fwBWr15NVFQUjx49ylasQioQZom1tTVFihQhKCiIGjVqcPz4cTUb3bx5MwsWLODFixc8ffqUxMTETO/34sWLhISE0KFDB/V3aX2os1o+9HWZrS+V0YRDw4cPZ/LkyZiYmLBmzRo6derEhQsXqFu3Ll9//TWdO3fGxMSE1q1bvzHWzMZz+/ZtFi9ezKFDh1Ity8zkKUJkhr7070GDBnHlyhWcnZ2pUKECTZo0UasBrl69mj59+jB16lTOnj2Lh4cHbm5ulCpVKtfiyU7dOwMDA9avX8+nn37KJ598Qps2bahUqVKaVQ1F5kgykEV9+/Zl1apV1KlTR/3DFxYWxvTp0zl58iSVK1dm3rx5nDlzJtW2xsbGKU4iyZOXKIpC7dq133giyM6Uwq8yMzMjKChI/fnGjRtq/fRXpTfhkIuLS4phwj59+jBmzBgePnxIxYoV8fLywsvLC4CNGze+cWKRihUrEhUVxYsXLyhWrBhRUVHExcWplxqSnTp1ihs3bqhzFkRERNCkSRP8/PwICAjg0KFDLFu2TD1Re3h4qDXThcgKfejfRkZGzJo1i1mzZgFJNwZaW1sDsHTpUjZt2gSAnZ0dVapU4dKlS9SvXz/D105LZvu3qalpipGA9OJ+nZOTE/v27QOSRiGWLVuWat8i8+QyQRZ98MEHrFmzhpUrV6pDiJGRkRQvXpzy5csTHR3N8uXL09zWwsKCkydPAkk3sN26dQtI+kby7Nkz9u7dCySdPNIqmZn8zSGtf286UQC0a9eO/fv3c/v2bV6+fMnSpUvp3r17qvXu3bunFjxJnnAouS54csyAOodAhQoVANS7eSMjI5k9ezYff/wxkHTJIflk8yoDAwM6dOigTl2a3uxqHTp04M6dO4SFhREWFoapqSn//PMPNjY2rFy5khs3bhAWFsbq1atp2rSpJAIi2/Shf8fExKg3BV64cAFfX1/13oiaNWuya9cuAMLDw7l+/ToWFhYZvu7b9u8qVapgZmamvu7vv/+eZtyvSz7fKIrC1KlT+eijj964jUifJANZVK1aNWrVqkVoaCguLi5A0vVyNzc3rK2tadmypTpX+euGDh3K8ePHsbe3Z8WKFeqc5SYmJmzatImZM2fi4OCAra1tjt3Y96qyZcsyZ84cmjVrRt26dWnevDnu7u5A0nD71KlTgaQJh7RaLQ4ODjRt2hQvLy91wiFvb2/s7e3RarVMnTqVDRs2qNfq33//fWxsbHB2dmbYsGHq8bl161a6jyPNmjWL5cuXU6dOHVavXs0333yjbqPVat/q/e7duxdTU1PWrVvH6NGjMTU1TfPGLyGS6UP/fvDgAU5OTtjY2NC/f3+WL19O6dKlAfjxxx9ZvXo1Go0GDw8P5s2bp84a+p///AdTU1MSEhIwNTVV//jmRP9esGABn332GXXq1OHChQtMmDABgOjoaExNTRk/fjx//fUXpqam6n0CP/30E3Xr1qVu3boUKVKETz/9NGcPqJ6RiYoyYGVlRefOnfn+++91HUq2+Pj4EBAQkOJZYV34+eef1csI+YmbmxszZ87E1dUVgAkTJrBlyxYuXbqk48hEXmjUqBEajUbn/SO7pH9nzNzcnICAAPWSw5AhQwgKCuLYsWM6jix/kpGBDFhYWHDw4EH12l9BU7x4cfbt25eiKIkujBkzJt+dKFxcXLh27Zr62NSLFy84ePAgtWrV0nFkIq9YWFhw5MgRtcBNQSP9O23JRYfi4+PVGwqfP3/OkSNHpH9nQEYGMrB37146duyIm5sbn332mXptXBQujx49Yvbs2fj7+7Nt2zZatmyp65BEHvj3339p06YNjo6OTJs2jYoVK8rjqYWMoig8fPiQL7/8ktOnT7Nr1y4aN26s67DyJUkG3mD37t107ty5wI4OiMwpVqwYW7duTVHOWBR+R44coV27duoNdaJwKl26NH5+fjRp0kTXoeRbkgxkQmxsLKGhoURGRuo6lDd6/PgxXbt2pU+fPowcOVInMcyfP5+1a9eyadMm9eaj/KxMmTJYWFhku7iKKNji4uIICwvjyZMnug7ljaR/Z125cuUwNzdXLwmKtEkyUMh8+umnLFy4kNDQUCpWrKiTGB4+fIi5uTkjR45k9uzZOolBiMJI+rfILXIDYSFy79495s+fz+jRo3V2ooCkYiOjR4/mv//9L/fu3dNZHEIUJtK/RW6SZKAQ+e677zA2Nmb8+PG6DoVPPvkEIyMj5syZo+tQhCgUpH+L3CTJQCFx9+5dfv31V8aMGZMvnnqoUKECY8aMYf78+fLtQYi3JP1b5DZJBgqJ7777DhMTE8aNG6frUFTjxo3DxMSE7777TtehCFGgSf8WuU2SgULgzp07LFiwgLFjx+aru3uTvz38+uuvMqOgENkk/VvkBUkGCoHZs2dTpEiRfPWtIdm4ceMoUqSIfHsQIpukf4u8IMlAAXf79m0WLlzIuHHjKFeunK7DSaV8+fKMHTuWBQsWcPv2bV2HI0SBIv1b5BVJBgq42bNnU6xYMcaOHavrUNI1duxYihYtKt8ehMgi6d8ir0gyUIDdunWLhQsXMn78eMqWLavrcNJVrlw5xo8fz8KFC+XbgxCZJP1b5CVJBgqwWbNmUaJECUaPHq3rUN5ozJgxFCtWjFmzZuk6FCEKBOnfIi9JMlBA3bx5k0WLFuX7bw3JypYty/jx4/ntt9+4efOmrsMRIl+T/i3ymiQDBdS3335LyZIlC8S3hmRjxoyhRIkS8u1BiDeQ/i3ymiQDBVB4eDiLFy/mk08+oUyZMroOJ9PKlCnDJ598wqJFi4iIiNB1OELkS9K/hS5IMlAAzZo1i9KlS/Pxxx/rOpQs+/jjjylVqpR8exAiHdK/hS5IMlDAhIeHs2TJEiZMmEDp0qV1HU6WlSlThgkTJrB48WLCw8N1HY4Q+Yr0b6ErBoqiKLoOQmTeiBEj+PvvvwkNDaVUqVK6Didbnj17hoWFBb179+bXX3/VdThC5BvSv4WuyMhAAXL9+nV+//13Jk6cWGBPFAClS5dm4sSJLFmyhBs3bug6HCHyBenfQpdkZKAA+c9//sOGDRsK9LeGZM+fP8fCwoIePXqwcOFCXYcjhM5J/xa6JCMDBURYWBh//PEHn376aYE/UQCUKlWKiRMn8scff3D9+nVdhyOETkn/FromIwMFxLBhw9i8eTPXrl2jZMmSug4nR0RFRWFhYUG3bt347bffdB2OEDoj/VvomowMFAChoaH8+eeffPrpp4XmRAFQsmRJPv30U/744w/CwsJ0HY4QOiH9W+QHMjJQAAwZMoStW7cSGhpKiRIldB1OjoqKiqJWrVp07tyZxYsX6zocIfKc9G+RH8jIQD537do1fHx8+OyzzwrdiQL+9+3Bx8eH0NBQXYcjRJ6S/i3yCxkZyOc+/PBDfH19uXbtWqE8WQBER0dTq1YtOnTowO+//67rcITIM9K/RX4hIwP52JUrV1i2bBne3t6F9kQBUKJECT777DOWLl3K1atXdR2OEHlC+rfIT2RkIB8bOHAgu3bt4urVqxQvXlzX4eSqmJgYatWqRbt27fjzzz91HY4QuU76t8hPZGQgn7py5QorVqzA29u70J8oAIoXL463tzfLly/nypUrug5HiFwl/VvkNzIykE8NGDCA3bt3c+3aNYoVK6brcPJETEwMtWvXpk2bNvj4+Og6HCFyjfRvH12HI14jIwP50KVLl1ixYgWff/653pwoIOW3h8uXL+s6HCFyhfRv6d/5kYwM5EP9+vVj//79XLlyRa9OFgAvXrygdu3atGzZkmXLluk6HCFynPRv6d/5kYwM5DMXL15k1apVevetIVmxYsX4/PPPWblyJRcvXtR1OELkKOnf0r/zKxkZyGc8PT05ePAgV65coWjRoroORydevHiBpaUlbm5urFixQtfhCJFjpH9L/86vZGQgH7lw4QJ//fUXkyZN0tsTBSR9e5g0aRJ//fUXFy5c0HU4QuQI6d9JpH/nTzIykI/07duXgIAALl++rNcnC4DY2FgsLS1p1qwZK1eu1HU4Qrw16d//I/07/5GRgXzi3LlzrF69Wu+/NSQrWrSo+u3h/Pnzug5HiLci/Tsl6d/5j4wM5BPvv/8+//zzD5cvX6ZIkSK6DidfiI2NpU6dOjRt2pS//vpL1+EIkW3Sv1OT/p2/yMhAPhASEsLatWuZPHmynCheUbRoUSZPnsyaNWsICQnRdThCZIv077RJ/85fZGQgH+jduzfHjh3j0qVLcrJ4TVxcHFZWVjg7O7NmzRpdhyNElkn/Tp/07/xDRgZ07OzZs6xbt44pU6bIiSINRYoUYfLkyaxbt46zZ8/qOhwhskT6d8akf+cfMjKgY7169eLEiRNcunQJExMTXYeTLyV/e2jUqBFr167VdThCZJr07zeT/p0/yMiADgUFBfH3338zZcoUOVFkoEiRIkyZMoV169YRHBys63CEyBTp35kj/Tt/kJEBHerRoweBgYFcuHBBThZvEB8fT926dalfvz5///23rsMR4o2kf2ee9G/dk5EBHQkMDGTDhg3yrSGTTExMmDJlCuvXr+fMmTO6DkeIDEn/zhrp37onIwM60q1bN4KDg7lw4QLGxsa6DqdAiI+Px9raGgcHBzZs2KDrcIRIl/TvrJP+rVsyMqADp0+fZtOmTXzxxRdyosgCExMTvvjiCzZu3EhgYKCuwxEiTdK/s0f6t27JyIAOdO3alZCQEM6fPy8niyx6+fIl1tbW2Nvbs3HjRl2HI0Qq0r+zT/q37sjIQB47deoUmzdvlm8N2WRsbMwXX3zBpk2bOH36tK7DESIF6d9vR/q37sjIQB7r3LkzFy5c4Ny5c3KyyKaXL19iY2NDvXr12Lx5s67DEUIl/fvtSf/WDRkZyEMnTpxg69atTJ06VU4UbyH528OWLVs4efKkrsMRApD+nVOkf+uGjAzkoY4dO3L58mXOnTuHkZGRrsMp0F6+fImtrS1WVlZs3bpV1+EIIf07B0n/znsyMpBHjh07xvbt25k6daqcKHJA8reHbdu2cfz4cV2HI/Sc9O+cJf0778nIQB7p0KED165d4+zZs3KyyCEJCQnY2tpiaWnJtm3bdB2O0GPSv3Oe9O+8JSMDeeDo0aP4+vrKt4YcZmRkxNSpU9m+fTvHjh3TdThCT0n/zh3Sv/OWjAzkgfbt23P9+nWCg4PlZJHDEhISsLe3x9zcHF9fX12HI/SQ9O/cI/0778gtr7lk2bJlPHz4kMaNG7Nz505Wr14tJ4pckPzt4YMPPuDff//ln3/+oWLFivTv31/XoYlCTPp33pD+nXdkZCCX9O3blzt37mBiYkJERATBwcEYGspVmdyQkJCARqPBzMyM2NhYqlWrxsqVK3UdlijEpH/nHenfeUM+vblEURSePn3Krl278PT0pGHDhuzZs0fXYRU6e/bsoVGjRvTt2xc/Pz8iIyOR/FbkNunfeUP6d96RZCCXKIpCaGgoVapUYdq0aZiYmKDRaHQdVqGj0WgwMTHhyy+/5N133yU0NFROFiLXSf/OG9K/844kA7nkwYMHPH78mDt37jBmzBgOHjzIO++8o+uwCp133nmHgwcPMnr0aO7evcvjx4958OCBrsMShZz077wh/TvvSDKQSx48eICRkRGbN2/m+++/p0iRIroOqdAqUqQI33//PZs2bcLIyIj79+/rOiRRyEn/zjvSv/OG3ECYSx4+fEhcXBxVq1bVdSh65fbt2xQpUoSKFSvqOhRRiEn/1g3p37lHkgEhhBBCz8llAiGEEELPZbroUGRkJN7e3oSEhBAZGZmbMQkdKVOmDLa2tsyaNQtA2ruQe7W9y5Qpk+Xt4+Li+OKLLzhx4gSPHj3KhQhFeipUqICTkxNfffVVtu5XiI6OZtKkSZw5c4YnT57kfIBC58qVK4eDgwPffPMNJUqUeOP6mbpMEBkZSdu2bTl37hwdOnSgQoUKORKsyF8ePXrE9u3bsbKywsDAgIsXL0p7F2LJ7W1jY4Ofn1+WEoK4uDj69OmDr68vnTt35p133sHAwCAXoxXJFEXh3r17bNmyBQ8PD9asWZOlhCA6OpouXbpw5MgROnXqRMWKFaXtChlFUXj48CFbt27FxcWFzZs3vzkhUDJhwIABStmyZZXjx49nZnVRgB0/flwxMTFRSpcuLe2tB44fP66ULVtWGTBgQJa2mzZtmlKkSBFl27ZtuROYeKNt27YpRYoUUaZNm5al7caMGaOUKFFC8ff3z53ARL7h7++vlChRQhkzZswb183UyICjoyPOzs4sXLgwpxIXkY+9++67dOvWTdpbT/znP//h2LFjnD59OtPbdOvWjZiYGHbu3JmLkYk3adu2LSVKlGDjxo2Z3sbd3Z13332X1atX52JkIr/o06cP9+7dY//+/Rmul6kbCJ88eSKPcuiRly9fSnvrkUqVKmX5urGcE/IHaTvxJpn9jGT6aQJ9uKbk7+9Pq1atsrXthQsX6NWrFwANGzbk5cuXAISHh9OyZUvq1auHra0tn3/+eY7Fm5ukvTOWXnsDtGnTBq1Wi729PT179sz3N2Bmt60L2mckt9rb3NwcW1tbtFotWq2W4ODgHIk3M/Sl7bIjt9o7KiqKAQMGULduXaytrfntt99yJN7cktm2lkcLc8iBAwdwd3fn9u3bVK5cGWPjpAc1jI2NmT17NufPn+f06dMEBASwefNmHUcr3lZ67Q2wbt06AgMDCQ4OxtTUlB9//FGHkYqckFF7A/j5+REYGEhgYCD29vY6ilLklIza+5NPPsHW1paLFy9y/vx5unXrpsNIc06hSgaMjY2ZMWMGWq0WjUbDpUuXgKQ7n0eMGIGdnR12dnYsWbJE3WblypVYWVnRoEGDFH+kExMTmTx5Mo0aNUKj0TBp0qQ0X3PLli1otVo+//xzfvnlF5o0aUJgYCBarZawsDCqVq2Kk5MTkFRW09HRkRs3buTiUdAf+bG9AcqWLavu88WLF3rxLSwv5Nf2FrkjP7b3s2fP2LJlC+PHjweSvnUXljkpClUykJCQgJWVFYGBgfTv3585c+YAsGDBAu7fv09QUBAHDx7km2++ISQkhDt37jBx4kQOHDjAiRMnUvyR9vHxAeDYsWMEBgZy9uxZduzYkeo1O3fuTGBgIObm5pw7d44ePXqwYsUK9XevevToEZs2baJ169a5dgz0SX5u727duvHOO+9w8eJFPvnkk1w9DvoiP7d3p06d0Gq1TJ48mfj4+Fw9DvoiP7b3tWvXePfddxk1ahT169enW7duXL9+PU+OR24rVMmAgYEBPXr0AJKu84SGhgJJ144GDRqEoaEhFSpUoHPnzhw4cICjR4/i6upK1apVMTAwoH///uq+fH19Wbt2LVqtlvr163P+/HkuX76c5us+ffqUkiVLYmhoyOnTp3F0dEy1TlxcHD179mTMmDFYW1vnwrvXP/m5vTdu3MitW7cwNTXl77//zoV3r3/ya3sfOnSI06dPc/jwYS5evMj333+fS0dAv+TH9n758iWBgYH07NmTU6dO0alTJz788MNcPAp5J9MVCAsCQ0NDTExMADAyMlJv+nh9mDYzw7aKojBnzhy6du2a4XouLi7cu3ePyMhIHBwcuHLlCu7u7nh6ejJx4kQgKcPt27cvWq1WviXmoPza3smKFCnC+++/z6JFixg4cGDm35hIU35tbzMzMwBKlizJkCFDmD9/flbfmkhDfmxvU1NTKlasqN6Y+P7776uXDAq6QjUykB43NzeWLl2Koig8fvyYrVu30rx5c5ydnTl8+DB37txBURRWrFihbtO+fXsWLFjAixcvALh16xZ37txJte8jR47g6enJkiVLWLJkCZ6engQGBqb4wzBs2DBKly7NDz/8kPtvVui0vZ89e8bt27eBpOuUW7ZswdbWNg/etf7SZXtHRUWpT4skJCSwfv16NBpNHrxr/aXL9n733XextbXl1KlTAOzevbvQ9O9CNTKQnuHDh3P+/Hn1Ll9vb2+1Ab/77juaNWtG6dKlad68OY8fPwZg8ODBRERE4OTkhIGBASVLlsTHx4cqVaqk2v+hQ4cYO3Ysv//+O82bN0+x7PDhw/zxxx/Y2dmpw00ffvgho0ePzs23rNd02d7Pnj2jS5cuxMbGkpiYiLOzM1OmTMnld6zfdNned+/epXv37iQmJpKQkECTJk2YPHlyLr9j/abL9oakexYGDx5MVFQU5cqVS3EDY0GWqQqEFhYWeHp6MnPmzLyISehYxYoVGTFihLS3npgyZQorV65Ur8lmhru7O9WrV0/x7UvkPS8vL27evPnG6nKvcnR0pGnTpvz3v//NxchEfjFq1CgOHz78xgqjenGZQAghhBDpk2RACCGE0HMFKhmYMWOGrkPING9vbywtLbGysmL9+vVprpNcUEOr1eLg4ICBgQFnzpwBkm5GGj9+PFZWVtSrV4+pU6cCEBYWRtGiRdXtnJ2d8+w95bXC1t6PHj2iU6dOODg4UK9evRSXYdzc3KhTp47arn5+fkDSo0zDhw9XC6wsWrQoT95PflPYPgsvX75k0KBBWFpaYmtry6FDh/I4St0rbG2aLDQ0lFKlSqn9Ozo6mk6dOlG3bl3s7e0ZPHgwcXFx6vqXLl2iRYsW2NjYYG1tzcmTJ3P1vaQrM9MgmpubK5MnT87q7Ik5zsjIKN1l8fHxeRhJxnbv3q289957ysuXL5WIiAjFzMxMefbsWYbbHDp0SLGyslJ//vbbb5WRI0cqiYmJiqIoyu3btxVFUZTQ0FCldu3auRe8oigVKlSQ9s6CzLb3pEmTlM8//1xRFEWJiopSLCwslLNnzyqKoijNmzdXDh06lGqbX3/9VenZs6eSkJCgxMTEKE2aNFFCQ0NzNP7Jkycr5ubmWdrGzc1N8fT0zNE4MlLYPguLFy9WPvjgA0VRFOXMmTNKnTp11L6eFZ6enoqbm1uWttFqtcpHH32U5dfKaYWtTZN16NBB6d27t/LVV18pipLU1/fs2aMoiqIkJCQo77//vvLTTz+pPzs4OCgBAQGKoihKTEyM8uTJkxyN/6OPPlK0Wu0b19PZyIC/vz+urq40aNCANm3aEB4eDsDAgQMZNWoUrq6uWFhYqM/sjhs3joSEBLRarfqMp7m5Od7e3jg5OTFv3jxCQkJ477330Gg0NGvWjIsXLwJJ1ac6depEq1atqFu3LgMGDCAuLo6AgABatGihxhQeHo6lpSXKm++pzND69esZOHAgRkZGVK9enaZNm7Jr164Mt1m5ciVeXl7qz/PmzeOrr75Sn6FN667XgkTaO0lkZCSKohATE4OhoSHly5fPcN9nz56lTZs2GBoaUqxYMVxdXVm3bt1bxatr8llIWm/IkCEAaDQaKlasmKUppPMbaVPU2OrXr0+9evXU35UoUYKWLVsCSbUTGjZsqFZH3L17NxYWFjRt2hSAYsWKqeXM85pOkoFHjx4xadIktm/fzsmTJxk6dCgTJkxQl4eFhXHgwAEOHz6slvecO3cuRkZGBAYGsmfPHnXdIkWKcOLECcaNG4eXlxcTJ04kKCiIMWPGpKhAFRAQwNKlS7lw4QLPnz9n0aJFuLq6cv/+fa5evQrAH3/8wcCBA1MVsThy5Ig6fPv6v7RmKIuIiFALkQDUqFFD7RxpiY+P5++//1aTgadPnxIfH88PP/yAk5MTrVu3JigoSF3/5s2b1K9fH2dnZ1auXJnZw64z0t5JJkyYQFBQEFWrVsXMzIyJEydSrVo1dfl//vMfHBwcGDVqFM+ePQOS7vzeuHEjsbGxPHnyBD8/vww/S/mdfBaytl5BIG2a5O7duyxcuDDDR0tjY2NZunQpHh4eQNLsiMWLF6djx444Ojry8ccfq7UQ8ppO6gwcOXKEixcvqs9wJiYmUrp0aXV5t27dMDIyolq1apQvX567d+9iamqa5r48PT2BpD+gERERdO7cGYAePXowdOhQoqOjAWjVqhXVq1cHoH///qxYsYJRo0YxdOhQlixZwtdff82yZcs4ePBgqtdwcXEhMDAw0+8vq5mor68vdevWxcLCAki6nnj//n1q1arFiRMn2Lt3Lz169ODy5ctUrVqVGzduULlyZcLDw2ndujUWFha4uLhk6TXzkrR3kl27dlGvXj38/f25ffs2rq6utGvXjpo1a7JixQpMTU2Jj49nwoQJTJgwgd9++41BgwZx5coVnJ2dqVChAk2aNMHIyCjTseU38lnI2noFgbRpktGjR/PNN99QtGjRdPczePBgmjVrpo4UvHz5kn379nHy5EmqVKnCkCFDmDNnDl988UWm48spOkkGFEXhvffeY9OmTWkuf/VgvlqGMi0lS5YE3lySMr3l/fv3p0GDBri6umJjY6N+wF515MgRRo4cmeb2y5cvTzVlqZmZWYrM8caNGzRq1Cjd2FasWEG/fv3UnytWrEiJEiXo3bs3AC1btuTp06c8efKEcuXKUblyZfV1unbtyj///JOvkwFp7yTLli1j7NixGBoaUr16dRo2bMjJkyepWbOmenI0MTFhxIgR6lzqRkZGzJo1i1mzZgEU+Lkt5LOQcr06deqo66X3BzK/kzZNcuzYMY4ePQrAkydPMDAwIDExUb35e/z48bx48YKff/45xb6bNm2qxtmrVy+d3SSsk8sETZo04dixY5w9exZIGiZPa3jmdSVKlCAqKirNZWXKlMHMzIxt27YBSRPFWFlZUaJECQD27NnD7du31TKVyVlsuXLlaNasGcOGDVOv4b0uOZNM619ac5d3794dHx8fEhISuHnzJgEBAbRp0ybNfT99+pTdu3erf/iT9ejRQx0+O336NMWKFaNcuXLcu3dP7UxPnz7Fz88v35c/lfZOUrNmTXbv3g0ktd2JEyewtrbm5cuX3Lt3T11v7dq1apvGxMSolwwuXLiAr68vffv2feOxy6/ks/C/9ZIr1wUFBXH//n3q16//xuOQH0mbJgkNDSUsLIywsDDGjh3LJ598oiYCM2bM4Ny5c6xatQpDw//92W3Xrh0XLlzg6dOngG7LG+skGahUqRJ//fUXQ4YMwcHBAa1Wm+ZwzutGjRpFgwYN1BtOXrd8+XJmz56NRqNh7ty5LF26VF3WtGlT+vXrh7W1NcWLF2fo0KHqsv79+6MoCh06dHj7Nwe0bt2axo0bY2VlhZubGz/++KM6bDZkyBC2bNmirrt+/XpatGiR6kayWbNmMX/+fOzt7Rk2bBirV68Gkq6VJT+K2LRpU7y8vPL9lMjS3kntPXXqVIKDg7Gzs6NJkyaMHTsWGxsbYmNj8fDwQKPRYG9vT3BwMHPnzgXgwYMHODk5YWNjQ//+/Vm+fHmKIdiCRj4LSZ+FgQMHYmJigqWlJe+//z6///57pibcyY+kTbdkuH1ERATTpk0jLCyMRo0aodVq8fb2BpKSnhkzZuDq6oq9vT23b99Wl+W5zDyakF8eLcyuP//8Uxk8eHC6y6dPn6588cUXeRhR/pZfHi3MLmnvrCkIjxZmV2H/LBTkRwuzq7C3aU7L7KOFejFRUUaaNm1KTEwMe/fu1XUoIg9Ie4tk8lkofKRNs08vkoGBAwemO5/84cOH8zYYkeukvUUy+SwUPtKmuaNAlSMWQgghRM4r1MmAj49PuneU5qbQ0FAaNGiAVqvFxsYmxTOjn376KdbW1jg4ONC6dWuuX7+e5j4iIyPp1KkTderUwcnJifPnzwNJN5Q1b94cW1tbfvvtN3X9L7/8kq1bt+buG8vndNXeu3fvxsnJCTs7OxwcHFizZo26bPr06VStWlUtavL111+nuY/58+ej0WjQarU4OTlx4MABAOLi4ujQoQP29vbqnckAS5cuZd68ebn7xvK5/Ni/02vH10l7vx1dtX1W5wqJj49PUWURYMGCBdjZ2dG8eXMePXoEJBVuateunU7rTxTqZEBXqlWrxuHDh9XHVfz8/PD39wegRYsWBAcHc+bMGbp3787YsWPT3Md3332Hvb09ly9fZsaMGepzsX/99ReDBw8mKCiIP/74A4Dr168TGBhIp06d8uLtiddUqlSJTZs2cfbsWXbs2MHo0aO5f/++uvyjjz5SPwvpVSfr168fQUFBBAYGsmTJEgYMGACAn58fzs7OBAcHExAQQGRkJJGRkSxfvpwRI0bkyfsTKWXUv9Nrx9dJexdMixcv5uHDhwQFBXHixAl8fHwICwtLd/3k8/irfHx8OHPmDB9++KFaQfaLL75g2rRpOn2iJM+SgejoaLp164ZGo8HOzk49Ke7YsYPGjRvj6OiIs7Mzp06dApJKWNaqVYvhw4djY2NDixYtOH36NK1bt6ZWrVrqo1cAxsbGTJo0CXt7e+rXr5/mM66JiYlMnjyZRo0aodFomDRpUoZxvY2iRYtSrFgxICkzjI+PVxu5Xbt2mJiYAODs7KzWqH7dq7XLPTw8uHTpEg8fPsTY2Jjo6OgU+/zss8/49ttv3zrunKRP7e3o6KgWjKlWrRrvvvsud+7cydI+ypQpo/5/VFSU2rbJ7Z2YmEhCQgJGRkZ8+eWXfP755xgb559bfvSpvTPq3+m14+sKenu/Sp/aPitzhVy8eJGDBw/y4YcfploWHx9PTEwMJiYmBAYGEhUVRZMmTd46vreSmUcTcuLRwvXr1yvDhg1Tf3706JH634SEBEVRFOXkyZNK48aNFUVJmp3PwMBAOXr0qKIoitKtWzfFxcVFiY6OVh48eKCUL19eiYmJUZSkcRVl/vz5iqIoyqZNm5QGDRooipLyEZTff/9dmTRpkqIoSTNFderUSfH19U03rleFhoYqDg4Oaf7buXNnmu/3wYMHikajUYoXL65MmDAhzXWGDRumTJkyJc1lpUqVUuLi4tSfGzVqpAQGBipPnz5VOnXqpDg6Oipr1qxRdu/erYwbNy7NfWRXTjxaqG/tnSwgIECpVauWOuvatGnTFDMzM8Xe3l7p2rWrcunSpXS3/eOPP5Q6deoo5cuXV2cwfPnypdKvXz/FwcFB+emnn5Rz584pvXv3zjCGrMqJRwv1rb0z6t9ptWNacqK988OjhfrU9osXL1bat2+vvHjxQnn8+LGi0WiUjz/+ONV6iYmJSosWLZTz588r+/fvV1q2bKkuW7VqlaLVapUuXbookZGRSrt27ZSbN29m6lhnR2YfLcyzZODKlStKrVq1lHHjxim+vr7Ky5cvFUVRlHPnzikeHh6Kra2t4uDgoJQsWVJRlKRGMjU1Vbf/8ssvFW9vb/XnOnXqqFO5Asrz58/VZeXLl1eeP3+e4gPTo0cPxdLSUm1oS0tL5eeff043rpxy7949pVGjRupUtckWLVqkNGzYUImOjk5zu/SSgVfFxcUpzZs3V548eaLMnDlT6dWrl7Jo0aK3jjknkgF9bO/r168rFhYW6nSkipI09XRyO65evVqpW7fuG/ezfft2xd3dPc1lHTt2VK5du6YsXrxY6dWrlzpN6tvIiWRAH9tbUdLv34qScTtmdr03tXd+SAb0qe1fvnypfPbZZ4qDg4Pi7u6u/Oc//1HGjh2bar1ff/1VrXXwejLwqhUrVijffPONcvHiRaV3796Kp6encufOnbeO81X5bgrj2rVrc+rUKVxcXFi6dKk6AcXIkSPx8vLi7NmzHDp0KMWMTa/WtDY0NEz1c0Y1rl+nKApz5sxRr/NdvnyZ0aNHpxvXq8LCwtKd5crPzy/D161cuTLNmjVLMeXl+vXr+emnn9i+fTvFixdPcztTU9MU9bAjIiJS1dmeN28eXl5e3L17l6tXr7J27Vr+/vtvdTIPXdK39r537x7t2rXj+++/V6cjhaSpp5MvC/Xp04cnT57w8OHDDGP38PAgODiYx48fp/j9hg0bcHBw4J133mHdunWsXbuWq1evcvny5Uwfl9yib+2dLK3+nSy9dszsevm5vV+lT22fPFdIYGAg+/bto2jRomnOFRIQEICPjw/m5ua8//77HD58WJ2pMNnz58/57bffGD9+PF9++SXfffcdQ4cO5Zdffsn0e89JeXYRKiIiggoVKtCzZ09cXFxwcHAAkmq0J19vffXu+Kxavnw5w4cPZ9u2bdSqVUud8CJZ+/btWbBgAe3ataNYsWLcunVL/dClFderzM3NszTLVXh4OJUqVaJ48eI8e/aMvXv3qhPN7NmzB29vb/bu3atOOJSW5Nrl33zzDb6+vlhaWlKpUiV1+d27d9m2bRt79uwhODhYveaYkJBAXFycWsNbV/SpvSMjI2nXrh0TJ06ke/fuKZbdunVLnaZ4//79mJiYUKFChVT7uHjxInXr1gXg0KFDFC1aNEWJ6piYGH788Uf8/PyIj48nISEBSDpx5ofkT5/aO6P+/aZ2TFbQ2/tV+tT2MTExvHz5ktKlS6tzhcycOTPVeq9OLe/v78/MmTPx9fVNsc5XX33FJ598QtGiRYmOjsbQ0FCn7ZtnyUBwcDDe3t4YGBigKIr6mMzMmTMZNGgQZcqUoUePHtnat5GREeHh4Wg0GoyNjfHx8Um1zuDBg4mIiMDJyQkDAwNKliyJj48PoaGhacb1NkJCQpg4cSKGhoYkJCQwcOBAdWKLESNGEB0drWaplSpVUick8vDwYMaMGTg5OfHpp5/i6elJnTp1KF26NMuXL0/xGt7e3nz11VcYGhqi0WiIjo7G3t6etm3bUq5cubd+D29Ln9p73rx5nD9/np9//lmdkezXX3/FxcUFb29vTp8+jZGREaVLl2bDhg1q4vZqe8+bN09NFkqVKsWGDRtSvMbs2bMZOXKkeiLUarXY29tjZ2eXLyaq0qf2zqh/Z9SOham9X6VPbf/gwQNatWqFkZERpUqVSjFXyMKFC7l16xYzZsx4434uXbpESEgIs2fPBpJmNPTw8MDExIRVq1a9dZzZYaAob36w0cLCAk9PzzQzoPzA2Ng4S8NKImMVK1ZkxIgR0t56YsqUKaxcuZLQ0NBMb+Pu7k716tVZsWJFLkaWRNo7fV5eXty8eZP9+/dnehtHR0eaNm3Kf//731yMLGdI27+9UaNGcfjwYU6fPp3helJnQAghhNBzhSIZkMxRv0h76xdpb/0lbZ93CkUyIIQQQojsy7NkYPr06Tq7Bu3j40PFihXp2bOn+ru1a9diZWVF7dq1061M5evrm+JRk1KlSqk3iA0fPlz9vY2NDcbGxjx69Ih79+6l2KZKlSp069btjTHevHmTZs2aYWVlhZubG7dv3061TnR0NJ06daJu3brY29szePBg4uLigIzr42dUL93FxYVSpUoREBCQuYOZSQWxvTM6hqGhobi7u+Po6IitrS1LliwBku4sb9myJfXq1cPW1pbPP/88UzFmpr0BnJyc1M9SjRo1cHR0BJLuam7dujXlypVLUfc8o1gh99o7O/LbZ6R3795UrlwZS0vLDLfNzGfpdf7+/tja2mJpacmQIUPUpwMyu+9Zs2ZRo0YNndTjT0t+a7vMtElG8wrs2LEDrVaLsbFxqvtg2rRpo97A2bNnTyIjI98YY2b799mzZ2nQoAF16tSha9euPH/+HIDY2Fj69++Pvb099erVY9SoUSQmJgLQuXNn9ZxgaWmpPoXy5MkTtFotRYoUISIi4o0xppKZogU5UXRo2rRpOVIgJTteLVChKIry5MkTxczMTLl165YSHx+vNGnSRPH3989wH9HR0UrZsmWV8PDwVMuWL1+utG7dOs3tWrZsqaxcufKNMXp6eiq//faboiiKMn/+fGXgwIGp1omKilL27NmjKEpSpa33339f+emnnxRFUZRTp06psd28eVN55513lHv37imKoihPnz5V93H69GmlZs2aKfbbvHnzFJXScqLoUEFs74yOYd++fdX2uXfvnlK2bFklMjJSuXXrlnL8+HFFURQlNjZWcXV1VTZt2vTGGDPT3q8bPHiw8vXXXyuKklRwat++fcrWrVtTFTRJL9Zkr7d3ThQdyo789BlRFEXZu3evcvLkSaV27drpbpedc0dCQoJSu3ZtJSQkRFEURenVq5fi4+OT5X2nFbOuig7lp7bLbJv8+uuvSs+ePZWEhAQlJiZGadKkiVrc6PLly0pwcLDSr18/Zfny5Sm2e/Lkifr/Y8aMUaZNm/bGGDPbv5s2bar4+fkpiqIoEydOVKZPn64oSlJRug8++EBRlKRCR02bNlW2bduWavuvvvpKGTp0aIrf1axZM8XfqVwtOvTFF1+kqIW/bt06+vbtC8DHH39Mw4YNsbe3x8vLi9jY2FTbDxw4MEX2ZWlpqU72EBQURIsWLWjQoAGurq5p1qJ+Wzt37sTNzY2qVatibGzMgAEDWL9+fYbbbNmyhQYNGqjPzb5q5cqV9OvXL9Xvb926xYkTJ+jatesbY9q2bRv9+/cHYMCAAWzevDnVOiVKlKBly5ZA0vPGDRs2VOc2yKg+fmbrpadHX9r7TXMMPH36FEgqFlK2bFmKFClC1apVcXJyAqBIkSI4OjqmO9/EqzLT3q+KjY1lw4YNeHp6AmBiYoK7uzulSpVKc/20Ys1NBf0zAkmTiKVVA+JV2Tl3HD9+nGrVqmFjYwMkPQqX1jbZ2XdOKOhtl9njltG8ApaWltjZ2WFomPpPYtmyZYGkORBevHiRqfNnZvr33bt3uXHjhvpY6uufi6ioKF6+fElsbCyxsbFUqVIl1T7S+9uTHdlKBjw9PVM8C7lq1Sr1JDV9+nSOHz9OcHAwFSpUSPO50PTEx8czbNgwli9fzsmTJ5k7d26aw2JvUzEMkopkmJmZqT/XqFEjRbW/tKxYsSLNg37v3j3++eefVMVmIGmGwa5du76xANDDhw8pWbKkOvlJyZIlMTExUU/oaYmNjWXp0qWpqloBHD58mKioKOrVq6f+7s8//8TKyopOnTqlqlnwJvrY3q8fw2+//RYfHx9MTU2xs7Nj/vz5KaqmQdI0pJs2baJ169YZ7js77b1t2zY0Gg01a9bMcN+ZjTWnFfTPSGZl57OU2W2ys++cUNDbLrPHzdHRkY0bNxIbG8uTJ0/w8/PL9PHt1q0b77zzDhcvXuSTTz7JcN3M9u+M4u7fvz9FihTh3Xff5d1336VNmzY0aNAgxfYnT57kxYsXuLq6Zuo9vEm2ig5ZW1tTpEgRgoKCqFGjBsePH2ft2rUAbN68mQULFvDixQuePn2qXufIjIsXLxISEkKHDh3U3yXP9/yqrFaNep2SxTmjHzx4wMGDB9MsBvHXX3/RsWPHVFWxICmBmDNnTo7HoygKgwcPplmzZupIQbIbN27Qr18/li9fnmKWs0GDBjFo0CB8fX2ZOnUq+/bty/Tr6Vt7p3UMV69eTZ8+fZg6dSpnz57Fw8MDNzc39Zt5XFwcPXv2ZMyYMWmWJ32beCDps+Tl5ZWpdd8Ua24o6J+RzMpO22V2m+zsOycU9LbL7HEbNGgQV65cwdnZmQoVKtCkSROMjIwyte3GjRuJi4tj8ODB/P333wwcOPCt48lovWPHjvHy5Utu3bpFTEwMbm5udOjQARcXF3WdFStW4OnpmWPTHme7AmHfvn1ZtWoVderUoXPnzpiYmBAWFsb06dM5efIklStXZt68eZw5cyb1ixobp/hQJdesVhSF2rVrv/GDERYWlu7Q++zZs2nbtm2G25uZmREUFKT+fOPGjTSH/5OtWbMGDw8PtdLUq1asWJHmjTTnzp3j/v37tGjRIsNYIKnIT1RUFC9evKBYsWJERUURFxenDk+9bvz48bx48UK9mTFZevXxX+Xh4cGAAQN4/PhxmmVS06Mv7Z3eMVy6dCmbNm0CwM7OjipVqnDp0iXq169PQkICffv2RavVvvFbA2S9vR8/fsy+ffsy/a0so1hzU0H+jGRWVs8dydu8+g00vW2ys++cUpDbLrPHLXlegeTS0ZlJ3F9VpEgR3n//fRYtWpRhMpDZ/v36/DOvxr169Wo8PDwoWrQoRYsWpU2bNvz7779qMpCQkMDq1avx9/fPdPxvku2nCT744APWrFnDypUr1SGlyMhIihcvTvny5YmOjk53ONrCwoKTJ08CcOTIEW7dugUkZajJtb4h6cOUVtWk5EwyrX+Z6fTt2rVj//793L59m5cvX7J06dI0h/mTpXeJ4OLFi9y8eTPV3dyQVE+7b9++Ka5B3bx5M80Pn4GBAR06dGDZsmUA6U6qATBjxgzOnTvHqlWrUuw7o/r4Fy9eVP8/o3rpGdGH9s7oGNasWVOdjCY8PJzr169jYWEBwLBhwyhdujQ//PBDim1yor0h6U7ptm3bppssvC6jWHNTQf6MZFZGn6WNGzeq14lf5eTkREREBOfOnQPg999/T/Pzl9XzUk4qyG2X2eMWExPDs2fPANR5BZLvjUjPs2fP1CcBEhMT2bJlC7a2tsDb9+8qVapgZmam9tVXPxc1a9Zk7969JCYmEhsby6FDh9R7TiBpjhszMzN1fouckO1koFq1atSqVYvQ0FA1W9FoNLi5uWFtbU3Lli1p1KhRmtsOHTqU48ePY29vz4oVKzA3NweSboratGkTM2fOxMHBAVtb21y5gaZs2bLMmTOHZs2aUbduXZo3b467uzuQVF966tSp6rpXr17l2rVr6k0er1q5ciXvv/9+qqEmRVFYtWpVqmHdW7dupRi6f9WsWbNYvnw5derUYfXq1XzzzTfqNlqtFki6xjRt2jTCwsJo1KgRWq0Wb29vIGV9/OTrbUeOHFGX2draotVq+fzzz1PVQc8MfWjvjI7hjz/+yOrVq9FoNHh4eDBv3jzKly/P4cOH+eOPPzhx4gSOjo5otVp11rG3be9kK1euTPMSgUajoVevXgQEBGBqaqrexJVerLmtIH9GADp06ECTJk0ICwvD1NRUvaluy5Yt6rXujD5LV65cSXGzbjIjIyOWLFlCz549qV27NqVKlVK/XGR237mtILddZvv3gwcPcHJywsbGhv79+6eYV2Dv3r2Ympqybt06Ro8ejampKbGxsTx79ozOnTuj0WjQaDS8fPmSKVOmADnTvxcsWMBnn31GnTp1uHDhAhMmTADgo48+ApJG9rRaLW5ubrRr107dLr1zwlt54/MGStKjhZ9//nlmVs2X0nokRxd++umnVI+t5AdpPVoo7f32Ckp7f/7559l6tDD50aeCKDc+I7169VIfVcsNacX8wQcfZOvRwhEjRuRkaHlK+nfGXn+0cMSIETn3aOG7776bJ3e15pbixYuzb9++FEUqdGHMmDE5n829JRcXF65du5bi0TNjY2Np7xxQUNo7PDw8zceWMiLnhNTWrl2rfivOabNmzeLbb79NdalI2k538lv/Ti46FB8fn2K0OtOfkcxkGt7e3oqhoWGmiueIgm3lypUKIO2tJ1auXKkYGhoq3t7eWdpu4cKFCqDMmjUrlyITbzJr1iwFUBYuXJit7RYsWJBLkYn8YsGCBZnup5mawjghIYEhQ4awdOlSLC0tqVixYnaTF5GPPXz4kCtXrtCvXz8MDAxYtmyZtHchltzeAwYMYMmSJZl+zAqS7ouZPn06M2bMwNzcnHfffTfHHnESGVMUhbt37xIWFsbUqVOZPn16lo69oiiMHTuWX375hdq1a1OpUiVpu0JGURQePHjA1atXGT16ND/99NMb2zhTyQAkJQQ+Pj6EhIRkqjazKHjKlCmDra2t+tiMtHfh9mp7ZyURSKYoCuvWrePkyZM8fPgwFyIU6alYsSINGjSgV69e2fpDrigKK1as4MyZMzx58iTnAxQ6V65cORwcHPDy8srUZyTTyYAQQgghCieZwlgIIYTQc5IMCCGEEHpOkgEhhBBCz0kyIIQQQug5SQaEEEIIPSfJgBBCCKHnJBkQQggh9JwkA0IIIYSek2RACCGE0HOSDAghhBB6TpIBIYQQQs9JMiCEEELoOUkGhBBCCD0nyYAQQgih5yQZEEIIIfScJANCCCGEnpNkQAghhNBzkgwIIYQQek6SASGEEELPSTIghBBC6DlJBoQQQgg9J8mAEEIIoeckGRBCCCH0nCQDQgghhJ6TZEAIIYTQc5IMCCGEEHpOkgEhhBBCz0kyIIQQQug5SQaEEEIIPSfJgBBCCKHnJBkQQggh9JwkA0IIIYSek2RACCGE0HOSDAghhBB6TpIBIYQQQs9JMiCEEELoOUkGhBBCCD0nyYAQQgih5yQZEEIIIfScJANCCCGEnpNkQAghhNBzkgwIIYQQek6SASGEEELPSTIghBBC6Ln/A1FOt7ZEFvY2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 未考虑成本-复杂度剪枝的决策树分类算法模型\n",
    "# 一、当分裂准则为信息熵时\n",
    "model = DecisionTreeClassifier(criterion='entropy',max_depth=2, random_state=10)\n",
    "model.fit(X_train, y_train)\n",
    "model.score(X_test, y_test)\n",
    "plot_tree(model, feature_names=list(X.columns), node_ids=True, impurity=True, proportion=True,rounded=True, precision=3)\n",
    "plt.savefig('out1.pdf')#有效解决显示不清晰的问题\n",
    "#模型性能评价\n",
    "prob = model.predict_proba(X_test)\n",
    "prob[:5]\n",
    "pred = model.predict(X_test)\n",
    "pred[:5]\n",
    "print(confusion_matrix(y_test, pred))\n",
    "print(classification_report(y_test,pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a380d53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#二、当分裂准则为基尼指数时\n",
    "model = DecisionTreeClassifier(criterion='gini',max_depth=2, random_state=10)#采用基尼系数作为分裂准则，指定决策树的最大深度为2，设定随机数种子为100\n",
    "model.fit(X_train, y_train)\n",
    "model.score(X_test, y_test)\n",
    "plot_tree(model, feature_names=list(X.columns), node_ids=True, impurity=True, proportion=True,rounded=True, precision=3)\n",
    "plt.savefig('out2.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3818e917",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型复杂度参数： 0.0990821190369432\n",
      "模型不纯度： 0.38597251145356104\n"
     ]
    }
   ],
   "source": [
    "# 考虑成本-复杂度剪枝的决策树分类算法模型\n",
    "model = DecisionTreeClassifier(random_state=10)\n",
    "path = model.cost_complexity_pruning_path(X_train, y_train)\n",
    "print(\"模型复杂度参数：\", max(path.ccp_alphas))#输出最大的模型复杂度参数\n",
    "print(\"模型不纯度：\", max(path.impurities))#输出最大的模型不纯度\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7f7df179",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '叶节点总不纯度随alpha值变化情况')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  绘制图形观察\"叶节点总不纯度随alpha值变化情况\"\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']#解决图表中中文显示问题\n",
    "ax.plot(path.ccp_alphas, path.impurities, marker='o', drawstyle=\"steps-post\")\n",
    "ax.set_xlabel(\"有效的alpha（成本-复杂度剪枝参数值)\")\n",
    "ax.set_ylabel(\"叶节点总不纯度\")\n",
    "ax.set_title(\"叶节点总不纯度随alpha值变化情况\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "65eb9d53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最后一棵决策时的节点数为: 1 ;其alpha值为: 0.0990821190369432\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fPhxvv/02mjVrhrZt2+L1119Ht27dcvwsOnTogM2bN+f6WeWmd+/eWLNmDaZNm4Z//vkHz549g6enZ4Gu0aBBA53ODM2aNcMff/yhc0xunyUAdO7cGZs2bcKgQYNw5swZ3L9/H8B/A/Hm1Vt53rx52Tq8PHnyRHq38kVHjhyRarHyIpPJcOjQIamHbZYXnxEA1Go1Zs2ahfnz56Ny5cqwt7fP8b75USgU+Pvvv3PsBPFy8zOQWQM3adIk9O3bV/pcIiMj8+1URFResSmWqBzJahJ7uadm1va2bdtme6cua2nfvj0AZBvYeOvWrUhNTUXDhg3x008/4fnz57hy5QpMTEykIVcGDhyIJUuWYP369ejYsWOOseX0SxWANHtFXvu0Wq3Ou2wAsq1XqVIFISEh2Zas4SkCAgJw69YtjBgxAk+ePME777yj00T54md169atXHu71qtXD87OznB2dtZ50T4hIQGNGjXC2rVr0b59e2zZsgVLlizJ9dnye+YsWUPHvCi3zxLI7OU5fvx41KhRAz/++CMuXLig970/++yzbJ1punTpkuOx/v7+SEpKwoULF2BjY4N9+/bpNO0HBQXB0tISM2fOzJbU5eTdd9/FkiVLsGTJEkyaNEnvmF8mk8ng5+eX7VWD3GYSmTt3LhISEvDtt99K2/7++2/4+voWOgaisoyJHVE5kJ6ejmfPnmH9+vUAMntzvsjNzS3Xd+uyauKyloYNG2a7/s6dO3HhwgWoVCocPHgQU6dOlTpeAED//v2RlJSEbdu2YcyYMTnG+HIilqVevXqwtLTU6V0aFxeHixcvolmzZgAyxxs7f/68zvO+OB2aj48PHj9+jCpVqsDX1xe+vr6IiYnB/PnzpRrISZMm4fnz5xg5ciTWrVuHn3/+GX/++SdiY2N14nnnnXdw9OhRLF68WGd7VsJ77do1PH36FHv27NF5rqNHj0KlUmH79u349NNP0b59e9y7dy/HZ87LpUuXdDqjnD17FrVr19Y5JrfPMj4+Hn/88QfmzJmDmTNnIiAgANHR0XrfO7d37HKS1cO0cePGWLVqFfr164ejR48CAC5evIgePXrgvffew/Tp0/W694oVK3Dt2rU8OzYYem7jmzdvYs6cOfjmm2/g6OgIILNjypYtW7J11sjCKciovGNiR1QOTJ48Gc7OzhgzZgzq1KmjMwxESEgIfH19sXnzZsTFxaF79+5SR4lTp06hadOmUtKydetWNG7cOFuP027duuH06dNQKpUYMmQINm3ahIcPH+Lw4cMAMpvRbGxsYGZmBrVaXaDYra2t8cUXX+C7777DggULcPDgQfTq1QsWFhbSQMBjx47FpUuXMH78eBw9ehTDhg2Tmo6BzNqeqlWr4q233sK+ffuwc+dODB8+HHFxcVJnkAsXLuDDDz/EgQMHcPz4cWzZsgVOTk6ws7PTiWfp0qW4c+eO1NQrhEBCQgI0Gg3q1Kkj1QB++eWXePvtt6Xxz7Ka7tauXYu///4b48aNw/fff1/gXpQpKSno378/Dh8+jC+++AJnzpzBxx9/rNe5lpaWsLKywo4dO3Dy5EnMnz8f/fv3B5Bzb86Xawe//vrrbIl/nz598r3vO++8g4ULF6Jbt24YMWIE2rZti0GDBmH58uX5npv1h4W7uzuqVKmS57EtW7bEd999l+81s5piX1zeeustnWMyMjIwdOhQvPrqq1JHktTUVAwaNAiVKlXC4MGDc7z2tGnTdF4bICpvmNgRlUEvj6X1/vvvY+TIkVizZg3OnTunMzr+4sWLUbVqVfTu3Rt2dna4ceMGFi1aBCCzh+etW7fw888/AwCaN2+Ou3fvYu7cuTrXNzExQf369ZGcnIzU1FRs3boVr7/+Og4cOIAzZ86gWbNm8PX1xXvvvQd/f38cPHiwQM8TGBiImTNnYt68eejRowfMzc1x4sQJ6f2x119/HevWrcPevXvRvXt3pKSk6CQc5ubmOHjwIBwdHdG3b18MHz4cHTp0wLp166Rj1q5dCzc3NwwePBhdu3bF8+fPsWvXLqmZM+sdtcqVK8PGxgZqtRr9+vWDtbU1PvroI0yaNAkjR47EP//8g/Pnz2PevHmYPHkyjhw5gtjYWLRu3Rpff/01li1bhi5duuDWrVuYN28eoqKiClRz16FDB3h5eaFXr15Yv349fv7551ybQ19mZmaGjRs34ubNm9LzL126FCYmJjh16pTOsWlpaUhNTUV4eDhu3LiB5ORkxMTE4M6dOzpLYmIiYmJiEBYWpjOn6osePnyIuLg4ODo6YsOGDTAxMUGlSpUQFhaWZ1M7kPm1/PLXs7m5OZ48eYKzZ89KTcJ79uxBWFhYttrKjIwMnXsIIXJsis0aXDtLSkoKGjVqhF9++QUKhQL//PMPWrdujeDgYGzZskX6g8DExASRkZEICgrC5cuXcezYsXI1owpRNsXdO4OICq5hw4Y6PSNzc+vWLWFqaioWLlwobfv666+FnZ2d1FPxiy++EI6OjiIhIUEIIcT06dOFpaWluH//vhBCiNOnT4uhQ4cKpVIp+vTpIx4+fCiEEOLx48diyJAhwtTUVEyaNEloNBqRlpYm3nnnHSGTycR3331n6McuVl26dNHpnbl8+XLRtGlT8fz5c5GWlib+/PNPMWbMGNGmTRtRvXp1oVQqhampqbCzsxMajcYgMQwZMkR069bNINfKz5dffinq1Kkjxo8fL6ysrIRSqRR2dnY5LkqlUlhaWoqVK1cKIYTYs2eP+Oabb0T//v1FrVq1hEwmE23bthXr1q0TqampYs2aNaJp06YCgLCyshKNGjUSAQEB4o8//sgWR8uWLcXnn3+us+3+/fvC3d0921yzPj4+4unTpzrHjhs3TvTo0UNanz9/frZesZGRkeKDDz4QderUyfGzWLlypQAg6tevL65cuaKzLzw8XDRu3Fi4uroKW1tb0bBhQ3Hx4kW9P2eisoa9YonKoISEhGzNpTmxsLDAuHHjdGYHeOedd1C1alVpLK9x48bB29sbVlZWAIDx48cjOTlZ6rXo5eUFOzs7nDlzBvXq1ZOu4+zsjNq1ayM4OFh60Vwul2Pz5s3o3LmzXk14ZcnLTZUjRoxA//79pU4Ub731VrbmvPJs5syZ0jh/8+fPL9C5qampWLNmDVq1aoXJkyejc+fO8PDwkPYPHToUQ4cOld7JPHv2LO7du6czY0qWoKCgbNuqVauGyMhIqdMPkPm19fIYi0DmgMwvjkv3cucfILMmc9euXfjiiy9yfJ4hQ4ZAqVSid+/eOXbKKUgHFKKyTiZEPvXoRERERFQu8B07IiIiIiPBxI6IiIjISDCxIyIiIjISTOyIiIiIjAQTOyIiIiIjUWGGO9FqtYiMjIStrW2Ok0cTERERlUXi/2fIqVy5cra5pV9WYRK7yMhIeHp6lnYYRERERIUSHh6e79R8FSaxyxqMNTw8HEqlspSjISIiItKPWq2Gp6enlMvkpcIkdlnNr0qlslgSO41WIFgVg8cJKXC1tUBzL0co5GzyJSIiIsPQ51WyCpPYFaf9oVGYuTsMUfH/TY/jbmeBwABv+Pu4l2JkREREVJGwV2wR7Q+Nwpj1F3WSOgCIjk/BmPUXsT80qpQiIyIiooqGiV0RaLQCM3eHIafJdrO2zdgVhoSUdCSlZYDT8hIREVFxYlNsEQSrYrLV1L1IAIhWp6D+jIMAgKbVHLB1dCsOt0JERETFgjV2RfA4IfekLifnH8QiOV1TTNEQERFRRcfErghcbS30Om7pwMbFHAkRERERE7siae7lCHc7C+TWsCpDZu/Y1rWcSzIsIiIiqqCY2BWBQi5DYIA3AGRL7rLWs/ZnCVbFQKNlJwoiIiIyPCZ2ReTv444lAxvDzU63WdbNzgJL/r8JtsP8v6XtQ9ecQ5u5RzkMChERERmcTFSQMTjUajXs7OwQHx9fYjNPHAqLxpj1F7MNh5JVm7dkYGMOYExERER5KkgOw+FODEQhl6FVTSdpPb8x7mQAZu4OQ0dvN049RkRERAZRak2xT58+hZeXF+7fvy9tCw0NRbNmzeDg4IAJEyboDOj7999/o27dunB2dsb8+fNLIeKC0WeMu6j4FASrYkouKCIiIjJqpZLYPX36FN27d9dJ6lJTUxEQEIAmTZrg/PnzCAsLw9q1awEAT548QY8ePTBgwAAEBQVhw4YNOHbsWGmErjd9x7gr6Fh4RERERLkplcSuf//+ePfdd3W27du3D/Hx8Zg/fz5q1qyJWbNmYdWqVQCADRs2oHLlypg+fTpq166NL7/8UtpXVuk7xp2+xxERERHlp1QSuxUrVmDcuHE62y5fvoyWLVvCysoKANCgQQOEhYVJ+15//XVpKq7mzZvjwoULJRt0AeU3xh0AuCkzO1kQERERGUKpJHZeXl7ZtqnVap3tMpkMCoUCsbGx2fYplUpERkbmeY/U1FSo1WqdpSTlNcZdlsldX2XHCSIiIjKYMjOOnYmJCczNzXW2WVhYICkpKdu+rO15mT17Nuzs7KTF09OzWOLOS25j3GXp6F2phCMiIiIiY1ZmEjtHR0c8efJEZ1tCQgLMzMyy7cvanpfJkycjPj5eWsLDw4sl7vz4+7jj1MQ3sHFES/zU3xerhzSV9nEWCiIiIjKkMpPYNWvWDEFBQdK6SqVCamoqHB0ds+0LCQmBh4dHntczNzeHUqnUWUpL1hh35iZyTN5+VdrOWSiIiIjIkMpMYteuXTuo1WqsWbMGADBr1ix06NABCoUCPXr0wOnTp3H48GGkp6fju+++Q+fOnUs54oLZHxqFMesv4pE6VWd7dHwKxqy/yOSOiIiIiqzMzDxhYmKClStXYsCAAZgwYQLkcjmOHz8OAHB2dsaCBQvQtWtX2NjYwN7eXhrjrjzgLBRERERUEsrcXLHR0dG4cOECWrZsCScnJ519KpUKN27cQNu2bWFjY1Og6xb3XLF5Cbr7DANW/JPvcRtHtNSZloyIiIioXM8V6+bmhm7duuW4z8vLK8ehUso6zkJBREREJaHMvGNnzDgLBREREZUEJnYloLmXI+ytTPM8xt7KlLNQEBERUZEwsSsj2GWCiIiIioqJXQkIVsUgLik9z2Nik9IRrIopoYiIiIjIGDGxKwHsPEFEREQlgYldCWDnCSIiIioJTOxKQHMvR7jbWeT5Hp2b0oKdJ4iIiKhImNiVAIVchsAAbwC5d5J4u0nec98SERER5YeJXQnx93HHkoGN4WaXc3PromN30WbuUc4ZS0RERIXGxK4E+fu449TENzC+wys57o+OT8GY9ReZ3BEREVGhMLErBZvOPcxxu/j/ZebuMGi0ZWoKXyIiIioHmNiVsGBVDKLi8x7WJCo+hWPaERERUYExsSth+o5VdygsupgjISIiImPDxK6E6TtW3c5LkWyOJSIiogJhYlfCmns5wtHaNN/jniWmsTmWiIiICoSJXQlTyGV4y1e/Mes4xRgREREVRJESu1u3bkn/37FjB7Zt2watVlvkoIxdB283vY7jFGNERERUEIVO7GbPno0mTZogIyMDU6ZMwQcffIBx48bhww8/NGR8Rim/KcZkANztOMUYERERFUyhE7uffvoJhw8fhomJCX777TecPn0ahw8fxqZNmwwZn1HKb4oxASAwwBsKeV6zyxIRERHpKnRil5aWBhcXF9y4cQNWVlbw8vKCTCaDTMZkRB9ZU4zZWWXvSGGfwzYiIiKi/BQ6sevRowe6dOmCHj16oHfv3nj48CHGjh2LTp06FSmgtWvXSgnii8vatWvRo0cPnW0dOnQo0r3Kgvik9Gzb4pLSMZpTixEREVEByYQQhRosLT09HatXr4alpSUGDBiAO3fuYP369Zg4cSKUSmWhA0pLS0NSUpK0/vz5czRq1Aj//PMP2rZti4MHD6JKlSoAAFNTU1hbW+t1XbVaDTs7O8THxxcpPkPRaAXazD2a5ywU9lamuDCtI5tkiYiIKrCC5DAmhb2JqakpRo0aJa3XrVsX3377bWEvJzEzM4OZmZm0/ssvv+Ctt96ChYUFhBDw8fEp8j3KAn2mFotLSseio3fwcYfaJRQVERERlWdFGu7kzJkzmDRpEt599108ePAAX3zxBVJSDDf2WkpKCn766SdMmTIFwcHB0Gg0qFKlCqytrdG/f3/ExsYa7F4lTd8x6tacUXEGCiIiItJLoRO7n3/+GZ06dcKDBw+wY8cOpKWlITg4GGPHjjVYcL///jtatGiB6tWr48aNG2jYsCH27NmDf/75ByqVCpMnT8713NTUVKjVap2lLNF3jLq4pHTOQEFERER6KfQ7dh4eHti6dStee+01ODg44PLly9BoNGjSpAliYgyTiDRv3hwzZsxA165ds+07ceIEevfujadPn+Z47owZMzBz5sxs28vSO3ZNvj6EuOTsnSde9lN/X/TUc7YKIiIiMi4Feceu0DV2pqamUCgUOtsSExNha2tb2EvquHPnDu7cuYOOHTvmuN/V1RXPnj1DampqjvsnT56M+Ph4aQkPDzdIXIaikMsw5LVqeh3rbG1ezNEQERGRMSh0Yjd27Fh07doVkydPRnp6OrZu3Yphw4bho48+MkhgW7ZsQffu3WFqmjmmW79+/XDq1Clpf1BQECpVqgRz85yTHnNzcyiVSp2lrGnu5aTfgewUS0RERHoodK/YCRMmoFKlSli/fj2qVq2KAwcO4OOPP8bAgQMNEtj+/fsxdOhQab1+/foYP348FixYgKdPn2Ly5MkYM2aMQe5VWp4+z7m2sbDHERERUcVW6MQOAAYPHozBgwcbKhZJcnIyzp49i+XLl0vbJk6cCJVKBX9/f9ja2uKDDz7AlClTDH7vkqRvBwp9jyMiIqKKrUCJ3fvvv6/XcatXry5UMFksLS2zvTtnamqKVatWYdWqVUW6dlnS3MsR7nYW+Y5nF5uYVkIRERERUXlWoHfsqlWrJi1A5nAkiYmJcHNzQ1paGjZt2pRrZwbKTiGXYXq3uvke9/WeMI5lR0RERPkqUI1dYGCg9P/mzZtj27Zt6N69u7Rt//79mD59uuGiqwAc9OjxGhWfgmBVDFrV1LOzBREREVVIhe4Ve+fOHVSvXl1nW5UqVXDv3r2ixlSh6DsDxaGw6GKOhIiIiMq7QneeGDhwIHr27ImxY8eiatWqiIyMxOLFi9GvXz9Dxmf09O0YsfNSJKZ284ZCzrFPiIiIKGeFTuzmz5+PWrVqYceOHYiKioKrqytGjhxpsHHsKormXo5wtDZFTGLeM1A8S0xjcywRERHlqdCJnYmJCcaNG4dx48YZMp4KRyGX4S1fD6w6fT/fY/VttiUiIqKKqdDv2AHAzz//DG9vb9jY2KBevXpYtGiRoeKqUDp4u+l1HMezIyIiorwUusZu5syZ2LBhA2bMmIGaNWvi7t27mDFjBmJjY9kztoCaeznC3soUcUm5N8faW5miuZdjCUZFRERE5U2hE7vly5djz5498PX1BQC0aNECdevWRffu3ZnYFQN2mSAiIqL8FLop1szMDAkJCTrbEhISYGpqWuSgKppgVUyetXUAEJuUjmBVTAlFREREROVRoWvsPv/8c/Tt2xeffPIJatSogXv37uHHH3/El19+acj4KgR9O0Ww8wQRERHlpdCJ3dixY+Hm5oYVK1Zg3bp1qFq1Kn755Rf07t3bkPFVCPp2imDnCSIiIspLoRM7AOjTpw/69OljqFgqrOZejnC3s0B0fApymhFWBsDNzoKdJ4iIiChPhU7sbt++jW+//Rbh4eEQQjcdOXr0aJEDq0gUchkCA7wxZv3FXI8JDOCsE0RERJS3Qid2ffr0gYuLC/r37w8zMzNDxlQh+fu4o34VJa5EqLPtq19FCX8f91KIioiIiMqTQid2KpUKf/31F6pWrWrIeCqsEb+dyzGpA4ArEWqM+O0cVgxuVsJRERERUXlS6OFOhgwZguXLlxsylgorOU2DQ2GP8zzmUNhjJKdpSigiIiIiKo8KXWPn6OiIZcuW4cCBA/Dz84NSqZT2cciTgpm1N0yv40avP49f329RzNEQERFReVXoxC48PBxdu3YFADx79gzPnj0DAMhkfMG/oO4/S9LruH/uxUCjFexEQURERDkqdGK3Zs0aQ8ZRoVV3ssLJ2/kfl5qhRbAqBq1qOhV/UERERFTuFPgdu/T0dHzzzTd5HrNt2zbExHD6K31N6eqt97GHwqKLMRIiIiIqzwqc2CkUCsydOxfjxo3DnDlz8OeffyI6+r9k4+bNmxgxYgSCg4MNGqgxszRToEk1e72O3XkpEhptTsMYExERUUVX4MROLpfD0tIS3t7eSEpKwp9//olWrVqhcePGWLhwITp06ICJEyfC39+/OOI1WltGvQZTPd6de5aYhmDVsxKIiIiIiMobvRO7AwcO4M6dOwAAGxsbjB49Gl999RXWr1+Ps2fPwtHRER9//DFeeeUVTJo0qdABjRs3DjKZTFpq1aoFAAgNDUWzZs3g4OCACRMmZJvtorxTyGUY3KqaXsdGxCYXczRERERUHumd2C1btgxNmjRBtWrVEBcXh9WrV2Pq1Klo3749WrRogebNm0OlUsHMzAzfffddoQM6f/489uzZg9jYWMTGxiIkJASpqakICAhAkyZNcP78eYSFhWHt2rWFvkdZ1cHbTa/jXGzNizkSIiIiKo9kogBVX1qtFsePH8fWrVtx+PBh3L9/H1988QW+/fZb6ZjY2Fg0aNAABw8eRN26dQsUTEZGBpycnPDvv//CxsZG2r5jxw68//77iIiIgJWVFS5fvoyxY8fi1KlTel9brVbDzs4O8fHxOmPulSUarUCbuUcRHZ+CvArl6oxOsLUwLbG4iIiIqPQUJIfRu8bu22+/xaxZs3D79m2kpqYiJCQE7777LszMzPDhhx8iODgYQggMGjQIn332Gc6cOVPgwK9evQqtVgtfX19YWlrC398fDx8+xOXLl9GyZUtYWVkBABo0aICwsLwH9U1NTYVardZZyjqFXIbAgMwesi+/bSd76TgiIiKil+md2A0bNgxarRbXr1+HmZkZ+vbti4YNGyIwMBDr1q3D6NGj0bhxY5ibm+OTTz7B//73vwIHExYWhjp16mDdunW4cuUKTExMMHLkSKjVanh5eUnHyWQyKBQKxMbG5nqt2bNnw87OTlo8PT0LHE9p8Pdxx5KBjeFmZ6GzvZLSIpcziIiIiDLpPUDxDz/8ADMzM0RGRuLu3buoV68enj59isTERDg5OeHixYvo06cPLl++jKdPn8LZ2bnAwbz33nt47733pPVffvkFXl5eqFu3LszNdd8rs7CwQFJSEhwcHHK81uTJk/Hpp59K62q1ulwldx293RCsisHjhBS42lrAx0OJ+jMOlnZoREREVIbpXWPn4OAAe3t72NjYICQkBLGxsXBycoKvry8SEhJw7949RERE4OOPP8Ynn3xikOBcXV2h1Wrh5uaGJ0+e6OxLSEiAmZlZrueam5tDqVTqLOWJQi5Dq5pO6OnrgVY1ndj8SkRERPnSO7H78MMPce7cOdSpUwdvvvkm7t69i9deew1HjhxBSkoKunbtCnNzc3z00Ue4efMmbt68WeBgJkyYgN9//11aDwoKglwuR/369REUFCRtV6lUSE1NhaOjY4HvQURERGSs9E7sVq5ciddeew01atRAlSpVsHXrVgwaNAjW1tZQKpUIDQ3FokWLAACDBg3C9u3bCxxMw4YNMW3aNBw5cgQHDx7E6NGjMXjwYHTq1AlqtVqan3bWrFno0KEDFApFge9BREREZKz0fsduwoQJADKHM2nWrBmqV6+OZcuWwd7eHvPmzYOJiQkaNGgAIPNdOXt7+wIHM3DgQFy7dg19+vSBQqHAwIEDMWvWLJiYmGDlypUYMGAAJkyYALlcjuPHjxf4+kRERETGrEDj2JW26OhoXLhwAS1btoSTk1OBzi0P49jlJSktA95fHgAAhH3VGVZmeufkREREVI4Vyzh2AHDs2LE896enp2PmzJkYPXp0QS6rNzc3N3Tr1q3ASR0RERFRRaB3tY8QAv7+/khNTQWQOeachYUFZDIZUlJS4OLigjZt2sDGxkZnJgoiIiIiKhl6J3YymQyWlpbSuo+PD2xsbCCEQHJyMjIyMjB37lz06NEDMhmH5iAiIiIqaQVqipXL/zvczs4OarUaCQkJ0iDBPXv2lKYAIyIiIqKSVaDE7sV+Fi/WyslkMiQnJ2P8+PHw9vbG5s2bDRchEREREelF76bY1NRUyGQyCCGg1Wqz7Tc3N4dMJsOFCxfw6quvGjRIAjTa/5LqYFUM2tZ24WwUREREpEPv4U6ymmGzkjt7e3vExMQAyJz66/Hjx9Kx6enpMDU1LYZwC688D3eyPzQKgbuu4ZE6VdrmbmeBwABv+Pu4l2JkREREVNyKZbiT69evQ6VS4d69e7h37162/UIIrF69Gk2aNMGoUaMKHjXlaH9oFMasv6iT1AFAdHwKxqy/iP2hUaUUGREREZU1ejfF1qlTJ8/9MpkMJ0+exIcffoi33nqryIFRZvPrzN1hyKlKNWvbjF3X0NHbjc2yREREpH9i97LExES8//77EELg+fPnAIDVq1dzqBMDClbFICo+Jc9jotWpWHT0Dj7uULuEoiIiIqKyqkC9Yl/00UcfoVKlSqhcuTI++OADHD58GHXq1MGaNWug0WgMGWOF9Tgh76Quy4LDt7D3SmQxR0NERERlncHmilWr1Vi7di0WLVoELy8vHDhwwBCXNZjy2Hki6O4zDFjxj17HymXAogGN0bUBO1MQEREZk4LkMAVK7PTp7Zqeno579+7l+05eSSuPiZ1GK9Bm7tF8m2NftHRgY/aUJSIiMiLF0isWyJxtImuuWAC4evUq/v33XyQlJUnbTE1Ny1xSV14p5DIEBngX6JyZu8N0xrwjIiKiiqNAiZ2pqSnMzc2l9YYNG6Jq1aqwtbWFra0thg0bZvAAKzp/H3eML0DHiKj4FASrYooxIiIiIiqrCpTYKRQKnXU7OzvExcXh33//RVBQEPbs2YNz584ZNEACPnyjNtyUFnoffygsuhijISIiorJK78Ru5cqVSEtLw5o1a7B06VJERERAJpPB1tYWbm5u8PHxwauvvoqbN28WZ7wVkkIuw4we+jfJ7rgUiYSUdBioXwwRERGVE3p3nmjVqhUuXLiApk2bIiMjA4sWLYK/v780rRgA3Lhxo8zOE1seO0+8bO+VSIz9PSTHAYtz0rSaA7aObsWxBYmIiMqxguQweg9QHBQUBAcHB5w5cybXY8pqUmcsujaojKH3Y7HmzH29jj//IBbJ6RpYmRV6HGoiIiIqRwr0G//lmp+0tDRs3bpVp8lPq9UiOTmZHSmKSad6bnondkRERFSx6J3YLVu2DGlpafj111+Rnp4Of39/pKWlYcWKFTqJXXp6OtRqNRO7YtLcyxHudhaIjk/JsUlWBqCS0gLRav3HviMiIiLjoHfniW3btiE9PR2bNm3Cxo0b8fjxY9jY2ODgwYM4dOiQtBw/fhwXL14sdEA7d+5EjRo1YGJiAl9fX1y/fh0AMG7cOMhkMmmpVatWoe9Rnr04tt3Lb85lrU/uyiZxIiKiikjvxO7QoUOwsrLCvn37cOTIETRu3NjgvS7v3r2LYcOGYc6cOfj333/xyiuvYPjw4QCA8+fPY8+ePYiNjUVsbCxCQkIMeu/yxN/HHUsGNoabne4QKG52FlgysDE6elcqpciIiIioNBX6HTuNRgOtVmvQYK5fv445c+bgnXfeAQCMGTMG3bp1Q0ZGBq5du4Z27drBxsbGoPcsr/x93NHR2w3Bqhg8TkiBq60Fmns5QiGXISElXTouWBWDtrVdoJCzZywREZGxK1Bil5qaipiYGDg6OkKj0cDHx8egwXTv3l1n/ebNm6hduzauXr0KrVYLX19f/Pvvv/Dz88Py5ctRtWpVg96/vFHIZWhV00ln2/7QKATuuiatD11zDu52FggM8OYcskREREauQDNPHD58GLa2tgAAMzMznD59uliCAjJ73M6bNw+jR49GWFgY6tSpg3Xr1uHKlSswMTHByJEj8zw/NTUVarVaZzF2+0OjMGb9RTxSp+psj45PwZj1F7E/NKqUIiMiIqKSoPcAxSVt8uTJ2LdvH86dOwdTU1OdfQ8fPoSXlxdiY2NzHahvxowZmDlzZrbt5XmA4rxotAJt5h5FVHzOvWFlyHwH79TEN9gsS0REVI4UZIDiAtXYlZSjR49i8eLF+P3337MldQDg6uoKrVaLqKjca6AmT56M+Ph4aQkPDy/OkEtdsCom16QOAASAqPgUBKticj2GiIiIyrcyl9ipVCoMGDAAixcvhrd35rAeEyZMwO+//y4dExQUBLlcDk9Pz1yvY25uDqVSqbMYs8cJ+o1bp+9xREREVP6UqbmmkpOT0b17d/Ts2RNvvfUWnj9/DgBo0KABpk2bhkqVKkGj0eCjjz7C4MGDYWVlVcoRlx2uthb5H1SA44iIiKj8KVOJ3cGDBxEWFoawsDCsWLFC2q5SqdCvXz/06dMHCoUCAwcOxKxZs0ox0rIna0aKvJpj3e0yh0QhIiIi41RmO08YWkFePCyvZu8Nw7ITqlz3j2rnhcldvXW2abQix7HwiIiIqGwoSA5TpmrsqPA0WoFdl/MezmTnpSh8+EZtKXE7FPYIs/Ze1xkehWPeERERlV+ssTMSQXefYcCKf4p8nay6uiUDGzO5IyIiKgPK/XAnVHCG6u2aleXP3B0GjbZC5PxERERGg4mdkdC3t+vaYc2wdlizPI/hmHdERETlExM7I5HVKza3bg8yZL4/17a2C+KT0/W6Jse8IyIiKl+Y2BkJhVyGwIDMHq8vJ3dZ64EB3lDIZRzzjoiIyEgxsTMi/j7uWDKwMdzsdBMyNzsLnc4QWbV7+YlNTCuWOImIiKh4sFesEdJnbLq9VyLxwe8heV7H3c4Cpya+wXHtiIiIShHHsavgFHIZWtV0yvMYB2vzfK+T1YEiv2sRERFR2cCm2ApK344R7EBBRERUfjCxq6DYgYKIiMj4MLGroPQdHqW5l2NJhkVERERFwMSugspreBQgc5Di6d3qsuMEERFROcLErgLLbXiULF/vuY79oVElHBUREREVFhO7Cs7fxx3Tu3nnuC86PgVj1l9kckdERFROcLiTCk6jFfh6T1iO+wQym2ln7ApD61rOAIALD2IRn5QOV2XO4+MRERFR6WFiV8EFq2IQFZ/7kCYCQLQ6BfVnHMy2z93OAoEB3tKMFkRERFS62BRbwRVlnDo21RIREZUtrLGr4IoyTt3LTbVsliXKmUYr+BoDEZUIJnYVXNZ4dtHxKSjMpMF5NdUSUc74GgMRFRc2xVZweY1nx/oEouLB1xiIyj+NViDo7jPsvPQvgu4+g0ZbmOoRw2ONHUnj2c3cHabTkcLNzgL9m3liweHb+V5j7bBmnKWC6AUarUCH+X/jkTo12z6+xkBUvh0Ke4RZe6/rfH+XlZp4mRCibKSYegoNDcWwYcNw584dDB8+HN999x1ksvx/KKrVatjZ2SE+Ph5KpbIEIi1/NFqBYFUMHiekwNX2v+nE2sw9mmtTrQyZCeCpiW/wlxPRC4LuPsOAFf+UdhhEVEKyfgMuGdjY4MldQXKYctUUm5qaioCAADRp0gTnz59HWFgY1q5dW9phGQ2FXIZWNZ3Q09cDrWo6QSGX6dVUGxjgzaSO6CVF6XFOROVPVuXHzN1hpdosW66aYvft24f4+HjMnz8fVlZWmDVrFsaOHYthw4aVdmhGLa+m2rJQ7UxUFunb45yvMRCVH8GqGAxdcy7X/QJAVHwKglUxaFXTqeQCe0G5SuwuX76Mli1bwsrKCgDQoEEDhIXlPGtCamoqUlP/a/tWq9UlEqOx8vdxR0dvt2xNtaypI8pZfj3Os15jaFvbhd9HROVEfHK6XseVZo19uWqKVavV8PLyktZlMhkUCgViY2OzHTt79mzY2dlJi6enZ0mGapRyaqolopzxNQYi46NvTXxRxogtqnKV2JmYmMDc3Fxnm4WFBZKSkrIdO3nyZMTHx0tLeHh4SYVJRATgv9cY3Ox0f8i72VkUywvWRFS8smric/tzTIbM3rGl+XpFuWqKdXR0RGhoqM62hIQEmJmZZTvW3Nw8WxJIRFTS+BoDkfHIqokfs/4iZIDOaxZlpSa+XNXYNWvWDEFBQdK6SqVCamoqHB354jERlV18jYHIeJT1mvhyVWPXrl07qNVqrFmzBsOGDcOsWbPQoUMHKBSK0g6NiIiIKoiyXBNf7gYo3rVrFwYMGABLS0vI5XIcP34c3t7e+Z4XHx8Pe3t7hIeHc4BiIiIiKjfUajU8PT0RFxcHOzu7PI8td4kdAERHR+PChQto2bIlnJz0GycmIiKCPWOJiIio3AoPD0eVKlXyPKZcJnaFodVqERkZCVtbW72mICuMrIyatYJlD8um7GLZlF0sm7KLZVN2FUfZCCGQkJCAypUrQy7Pu3tEuXrHrijkcnm+Wa6hKJVKfqOVUSybsotlU3axbMoulk3ZZeiyya8JNku56hVLRERERLljYkdERERkJJjYGZC5uTkCAwM5MHIZxLIpu1g2ZRfLpuxi2ZRdpV02FabzBBEREZGxY40dERERkZFgYkdERERkJJjYERERERkJJnZERERERoKJXT5CQ0PRrFkzODg4YMKECdCnr8m2bdtQrVo1VK5cGRs3btTZt3jxYlSqVAk1atTA0aNHiyvsCsGQZaPRaDBmzBgolUpYWVlhxIgRyMjIKM7wjZqhv2+y3Lt3D1ZWVoYOt0IpjrJJSkpCjRo18McffxRHyBWGIcsmOTkZffv2hVKphIuLCz7//HNotdriDN+oFaZsAODMmTOoU6dOtu36/LwrNEG5SklJEdWrVxejRo0Sd+7cEV27dhWrV6/O85yrV68KMzMzsWLFCnHlyhVRq1YtcePGDSGEEPv37xcWFhZix44d4vTp08LLy0s8ffq0JB7F6Bi6bL755hvRokULce3aNRESEiJcXFzE8uXLS+JRjI6hy+ZFHTt2FPyxVXjFVTYTJkwQHTt2LM7QjZ6hy2bmzJliwIABIiIiQgQHB4vq1auLVatWlcSjGJ3ClI0QQpw/f164urqKatWq6WzX9+ddYfEnZB62b98uHBwcRGJiohBCiEuXLonWrVvnec7HH38sOnfuLK3/+OOPYurUqUIIIXr27ClGjRol7fvkk0/EihUriiFy42fosvnkk0/E3bt3pX2DBw8WY8aMKYbIjZ+hyybLb7/9JurWrcvErgiKo2wuXbokrKysDPqLqSIydNl069ZN7NmzR9o3fPhwMXny5GKI3PgVpmyeP38uqlatKr766qtsiZ0+P++Kgk2xebh8+TJatmwpNf00aNAAYWFh+Z7zxhtvSOvNmzfHhQsX8t1HBWPoslmwYAFq1Kgh7bt58yZq165dDJEbP0OXDQA8e/YMEyZMwMqVK4sn6ArC0GUjhMDIkSPx2muvISgoCJcvXy6+4I2cocumXr16WLlyJeLi4nDt2jXs2bMHHTt2LL4HMGKFKRtTU1OcOXMGbdu2zfF6xZkLMLHLg1qthpeXl7Quk8mgUCgQGxur9zlKpRKRkZH57qOCMXTZvOjYsWMIDQ3FwIEDDRt0BVEcZfPpp5+iX79+eO2114on6ArC0GWzefNmBAcHw9XVFTdv3kSXLl3w/fffF98DGDFDl82kSZMQFBQEBwcH+Pj4oHfv3nj99deL7wGMWGHKxszMDB4eHnpdz9C5ABO7PJiYmGSbEsTCwgJJSUl6n/Pi8Xnto4IxdNlkSUxMxIgRIxAYGAgXFxfDBl1BGLpsjhw5gpMnT2LWrFnFE3AFYuiyWb58Ofr27YsNGzZg9uzZ2Lp1K6ZNm4aEhITieQAjZuiymT59Otq0aYNHjx7hxo0bOHv2LBYuXFg8wRu5wpRNQa5n6FyAiV0eHB0d8eTJE51tCQkJMDMz0/ucF4/Pax8VjKHLJsuHH36IqlWr4rPPPjNswBWIIcsmJSUFo0ePxrJly2BtbV1sMVcUhv6+iYiIQPfu3aV9jRs3RlpaGsLDww0cufEzdNls2LABX375JVxdXVGnTh1MmzYNq1atKp7gjVxhyqYg1zN0LsDELg/NmjVDUFCQtK5SqZCamgpHR0e9zwkJCZGqY/PaRwVj6LIBgF9++QUHDx7Exo0bIZfzW6OwDFk2Z8+exd27d9G3b1/Y29vD3t4eAGBvb49Tp04V2zMYK0N/31SpUgXJycnSvgcPHkAmk8Hd3b0Yojduhi4brVaLx48fS/uio6Oh0WiKIXLjV5iyKcj1DJ4LGKwbhhFKT08XLi4uUrfm4cOHi+7duwshhIiNjRUZGRnZzrl06ZKwtrYWV65cEQkJCcLX11f88MMPQgghdu7cKdzd3UVERISIjo4WHh4eYtu2bSX3QEbE0GVz9OhRYW5uLg4dOiQSEhJEQkKCSEpKKrkHMiKGLJvk5GShUql0FgBCpVKJ5OTkEn0uY2Do75vly5eLmjVrirNnz4pbt26Jjh07iq5du5bcAxkRQ5dNt27dRNOmTcX69evFTz/9JFxcXMSUKVNK7oGMSGHKJsuxY8ey9YrNq9wMgYldPnbu3CmsrKyEk5OTcHFxEdeuXRNCCAFAhISE5HjOlClThJmZmVAqlaJJkyZSgqDVasXAgQOFpaWlsLS0FN27dxdarbakHsXoGLJsevXqJQDoLH5+fiX0JMbHkGXzMv49WjSG/pk2a9YsUbVqVWFpaSk6deokoqKiSupRjI4hyyY8PFwEBAQIBwcHYW1tLYYNG8Y/VougMGUjRM6JnRD6/7wrDNn/B0Z5iI6OxoULF9CyZUs4OTnpdU5YWBj+/fdf+Pn5ZWs7P3fuHBITE+Hn5weZTFYcIVcYhi4bMhyWTdnFsim7WDZlV2HKJi/FVW5M7IiIiIiMBN8QJyIiIjISTOyIiIiIjAQTOyIiIiIjwcSOiIiIyEgwsSMiIiIyEkzsiIjycf/+/QINTXT8+HFUr169+AIiIsoFEzsiIiIiI8HEjoiIiMhIMLEjIgJw+vRpNGrUCFZWVmjevDnCwsLyPH7t2rVo3rw5evbsCTs7O/j7+yMqKkrnmF27dqFatWpwdHTEokWLCn0vIiJ9MbEjogpPq9Xi7bffRu/evXHv3j20a9cOn3/+eb7nnTt3Dq1atcKlS5dgbm6O0aNHS/uePXuGuXPnYu/evfjqq6/w2WefISUlpdD3IiLSh0lpB0BEVBaEhITAwcEBV65cQVxcHG7evJnvOVWqVMHEiRMhk8kwY8YMNGvWDBkZGQCA58+fY8mSJahXrx5q166Njz76CI8ePYKnp2eh7kVEpA/W2BFRhSeXy7FgwQJ4eHhg7NixiI2NhUajyfe8KlWqSL1lPTw8oNFo8OzZMwCAg4MDGjRoAADSBN9CiELfi4hIH6yxI6IK7/jx41i5ciWuX78OV1dX7N27FxcuXMj3vIcPH0IIAZlMhvDwcJiYmMDZ2RkAoFQqDXovIiJ9sMaOiCq8hIQEAEBcXBxOnz6NTz/9FEKIfM+LjIzE7NmzoVKpMHPmTPTs2RMKhaJY7kVEpA8mdkRU4fn7+8Pf3x+NGzfG6NGjMWLECERGRuLRo0d5nteyZUsEBwfDx8cHaWlpOj1fDX0vIiJ9yAT/VCQiKrC1a9di7dq1OH78eGmHQkQkYY0dERERkZFgjR0RERGRkWCNHREREZGRYGJHREREZCSY2BEREREZCSZ2REREREaCiR0RERGRkWBiR0RERGQkmNgRERERGQkmdkRERERGgokdERERkZFgYkdERERkJJjYERERERkJJnZERERERoKJHREREZGRYGJHRJQLIQSCg4NLO4wyKyMjA0KI0g6DiF7AxI6ojLh8+TKaNWuG69ev53lcRkYGxowZk2PCcfbsWXz33XeIi4vL8xoLFy5ESEhIvjH9+eefOHnyZI771Go1IiMjs21PTk7GjRs38rzu6dOn8e2330Kr1eYbQ0Gkpqaia9eu2Lp1a57HPXv2DNu2bdNZbt68me24q1evokWLFti8ebNB4ywNQggMHDgQJ06c0Nm+ZcsWvPvuu3j06FGBrhcWFgZ3d3ccOXKkQOclJCTg2LFjOtt27NiBO3fu5HtufHw8Jk2ahIcPHwIAEhMTkZqaKiWXv/zyCw4ePAgA0Gq1SExMRHp6unR+cnIyE1EyfoKISszZs2fF/fv3c9wXEhIiAIjr16/neY1Zs2YJe3t78ffffwuVSiVu374tXbNbt26iTp064vr160KlUom7d++KsLAw8ezZM51r2NjYiI0bN+Ybb6dOncTkyZNz3Ldnzx4hk8mESqXS2X7q1CkBQOzduzfX6wYFBYkqVaqIbt26ibt37woA+S6tWrXSuYZGoxHp6enZlvbt24s33nhDZ1tiYqKIiYmRzg0ODhYAxKhRo0SvXr0EAHHw4EHx559/CiGEePLkiYiOjhYffvihaN68udBqtUIIIVJSUkRqamq+n1tZdPr0aQFA/PbbbyIlJUV6pq+//loolUqdY1NTU0V6eroQQoj09HSRlJQkMjIypHOyeHt7iz59+uhs02q10meu0WiyxbF69Wohk8nEmTNnpG329vZi6dKl+T6DWq0WAMSFCxeEEEL07NlTABByuVwoFAqd/8tkMgFAbN++XQghRHJysmjcuLH49ttvpevNnTs3z6+5fv365RsTUVnDxI6ohGg0GlGnTh3h4+Mj4uPjhRCZvzSfP38uMjIyxOXLlwUAcffu3VyvceLECWFmZibs7OyEXC4XFhYWwtzcXHTp0kVs2bJFyOVyYWdnJwAIKysrYWNjI8zNzbP90nRychJ79uwRGo1GbNq0SWzfvl1a4uLipOO6du0qvvzyyxxj+f7774Wvr2+27dOnTxfVqlUTGRkZeX4eDx8+FLVq1RJbtmwRAMTly5dFbGxsjsvEiRPF66+/rnP+qFGj9EoIs5ZKlSpJ5166dElk/V27atUq4ebmJm7cuCEAiJCQEPHee+/lep2pU6fm+Vw58fPzE4GBgSV2Xk4+/PBDUaVKFXH48GG9Pq/du3cLIYTYvXt3gT7nF5erV69mi8PX11f0799fZ1ulSpXEihUrdLbdunUr27kZGRkCgLh48aK4f/++ePbsmXj48KF4+vSpiI2NFa1btxZTp04VsbGx4tGjR0KlUkkJqhBCjB07VigUCimp/PHHH4Wnp2eOX3OtW7cWQ4YMKerHTlTiTIpQ2UdEBSCXy7Fp0ya0adMG/fv3x+7du3H+/Hm0atVK57iaNWtK/7e3t0dsbCwA4NixY+jduzfGjx+POXPmoEuXLvDz88OkSZOgUqng6+uLL7/8EoGBgWjYsCGGDh2K8ePH61z78ePHkMvlEELg+fPniIqKwqJFi2Bubo60tDScPHkSt2/fhq2tLeRyOUxNTQEAMTExcHR0BJDZjBkbG4vz58+jWbNmUhOau7s7rKyssG7dOtSoUQMrVqzQufeQIUNgaWkprXt6euLKlStISkoCACiVShw/fhzXr1/HF198gYiICIwZMwZLliyBhYUFUlJSdK5nYmKC7t27Y+PGjQCAP/74A8HBwZg7d650zMcff4y6devif//7n06TnEKhkP5/5MgRBAQEoE6dOvD29saePXuwYsUK+Pj44JdffsGtW7dgYWEBAEhPTzd483FJePLkCVavXo1PP/0Ur732GiIiImBubg4TExN88cUXCAkJwaFDhwAAGo0Gz58/h7OzMwDg9ddfx7179wBkNnU7OzsjMDAQly5dws6dOwFkfs3OnTsXb7/9NlJTU6HRaJCWloaqVavqxLF//35cunQJy5cvzzPeffv2oVevXti5cyf8/f0BAP369UOLFi0AABs2bMDhw4cxc+ZM9O3bF+bm5lAoFHj+/DkuXLiARYsWIS0tDZ6enjpN7AsWLMCpU6fw3nvv4dKlS5DL5ZDL5bC3t88Wg4mJCUxM+CuSyh++Y0dUgnx9fbFu3Trs378fixcvhq+vL+7evYuIiAjpXaWLFy8iKioKc+fOhZmZmXSuEALvvfceZs+eDQA6SdXTp0/x8ccfY+rUqQCAVq1aSQnhi3r06AEXFxfExMSgX79+6NevH06ePInDhw9j8eLFMDExwbZt26BQKKBQKLBr1y589dVXqFGjhnSNefPmoXbt2ti8eTNWrFiB2rVro3bt2jhx4gSOHDmC+/fvQ61WY+XKlVi5ciUWL16MMWPGIDk5GUDmL+2FCxdCCAFLS0solUqEhIQgIiICgwYNgpmZGRQKBVxdXZGeno727dtjxIgROHPmjM6zZCWeJiYmMDc3x6NHj3Du3DnY2NhIi0qlQlxcHOzs7GBjY5Pt89BoNDhw4AACAgIAAG3btkVQUBCSkpLw3XffYebMmVJSBwCmpqYwNzcveMGXsh9++AFJSUlo3bo1LC0t4eHhAWdnZ9jb2yMpKQlOTk6wt7eHvb09nJycUK1aNVhbWwMArK2t4eXlhbVr18LPzw9paWmwtLSEqakpnJ2d4ezsDJlMBhsbG2zduhW9evWCtbU1atWqpfP1m5aWJv2h0axZs1xjValUGDRoEPz8/PDGG29I20NDQ+Hh4QEgs5yuXr2KunXrIjExEWq1GnFxcWjTpg2mTp2KuLg4JCUl4dq1a3j+/Ll0DVNTU/z0009o27YtzMzMIJPJDPo5E5UJpVxjSFQhbdiwQSQlJelsu3DhggAgHj9+LIQQYsmSJcLd3V3nmKtXr4qbN28KlUolbty4IVQqlVCpVOLNN98UH3zwgbSetdy9e1enOSwpKUmEhYUJAGLPnj0iKSlJLFiwQERGRort27cLHx8foVarRWRkpHj06JEICAgQEyZMEJGRkdI1ZsyYIfz8/HTiUigU4siRI6Jjx46iW7duOvuymjgTEhKEEEJs2bJFODg4iC5duojY2FghhBB79+4Vtra2Ys6cOUKIzKbSR48eieTkZNGsWTPh4+MjHZvlo48+En369BGdO3fWq1nQ3Nxc53MEII4fPy4sLCxEYmKiECLz3br09HTpmkqlUtjZ2UlLp06d9CnebEqzKfbmzZvC3NxcABD79u0TQmR+3gCEk5OTzmJvby8AZPvavHjxorCwsBCff/65EEKIzz77TOdrwM7OTqxbt05cvHhRODg4iPr164unT5/qXGPGjBlSWbwsqyn27t27olq1aqJNmzbi+fPn0v7U1FRhamoqbt26JQCIsLAwERERIaytrXXeq3txkcvl2ZrgX/bjjz+KatWq5bjPz89PDBs2LM/PlqgsYo0dUSl49913dZolAUhNki9ul8t1v0X9/Pzg6+sLX19ftGjRQvr/iRMnsGrVKmk9a2nYsCF8fX2RkZEhXTurN21MTAwsLCxw9+5dvPvuuzhz5gyaNm0KIQQiIiLg6uoKMzMzWFlZwd3dXYrhxWbMF+3btw/Hjh3TaQoFIDWBZtV09e3bF5cvX4ZKpcLOnTuRkZGBP/74A+PHj8fEiRMBAP7+/ti2bRssLCzwxx9/oGnTplKzcBatVgsTExNs374daWlpmDt3Llq0aAGR+e4whBB488038eWXXyIjIwMxMTHZYk5ISICpqSni4+OxYsUKjBs3DjNmzMCIESPQq1cvDBgwAHFxcYiLi8Pnn3+u05wLZDYJent7w8rKCq+++qrULKyP+/fvQyaTYd68eahTpw6USiV69uyZY0/j1atXo3r16lAqlXj33Xd1mqXPnTuHdu3awcbGBh4eHpg0aZLU8zMjIwPDhg2Di4uLTk1jVtPl06dPdZasHtAv1lI+ePAAXbt2Rdu2bTFnzhzps3+xSTojIwMZGRlo1KgRDhw4gHv37qFLly7SMfv27cPXX3+N0aNH5/p53Lx5E+3atYOnpyf27t0r1RhmPaOFhQVq1aoFAJDJZPDw8MDjx49x/fp1XLt2DaGhoTrLtWvXEBMTA5VKles9s54jq4xfXLKeiai84QsERKXg8OHDaNu2LR4/fgwhBMzMzBAREQEgc0iH58+fQ61WQ6vVIjIyEnK5HG5ubnj27FmO13v77bfh4+ODGTNm5Hvv7du3AwA+//xzxMbG4vvvv4evry8WLVqEFStW4LfffsPs2bNx9+7dXK+R9R7Wizp16oTu3bsjKCgIv/76K7777jsAmU1wCoVCJzHz9PTEP//8Azs7OwCZ7z5ZWFhACAGZTAZzc3MpEfHw8MCyZcuQmpoKrVYrJbtpaWkwMzOTEmGtVguNRqMz1EvWOGsKhQJWVlbZnqN79+5o3bo1vvjiC3z77be4ffs2jhw5gm+++QbHjh3DihUrsGnTJgCZ75e1bt1aOvfUqVMYNGgQpk6dis6dO+PIkSMYPHgwWrRoodN0nZ+ZM2diwYIFcHV1xYQJE9CjRw+cO3dOaibcsWMHkpKSsGDBAjx79gxjxozBa6+9hg8//BAJCQnw9/dHmzZtsHfvXkRERGDkyJGoV68eBg0ahOjoaNy/fx+//vorevXqJd1TLpdDo9Hk2hT54nZXV1eMHDkSH3/8sZTUp6SkIDU1VTomJSVFampv1qyZ1JyfVVY///wzhg0bhvfeew9Lly7N8Z4//PAD3nrrLWzYsCHbHz1VqlTBihUrssVrZWWFRo0awc3NTScRBIC7d+/ixx9/xKhRo7LdKyoqCu7u7khNTUV4eDgcHBxyjOnFP2iIyo3SqywkqpjS09OFp6enmDhxomjSpIlezYidO3eWzm/Tpo2QyWQ6zU4ymSzHbQEBATr3fvDggTAzMxNmZmZiwYIFwtbWVty8eVP89ttvAoA4d+6cSEtLEzVq1BA//vij6NOnT7amwK+//jrHGI8dOyaEEGLr1q3CzMxMPHz4UAiRObSJlZVVnp9J1lAV+S0vDq0ycOBA8dFHH0nrgYGBOZ7zxRdfZLtfVlOsEEIcOnRIKBQKERkZKRYuXCg1MY4dO1aMGjVK57nffPNNaT0kJESsXbtWWo+MjBQKhUJs3rw52/1yalJVqVQCgPjqq6+kbUePHhUAxKlTp6TzLC0tRXh4uHRM165dxfDhw4UQQkRHR4sVK1ZIzfdZQ3qMGTNGOj5rqBtra2upKfbYsWNCoVDk+bm87NGjR+LJkyciJiZG3LlzR4SFhUk9SENCQsTDhw+l9ZeHOckaJubkyZM6109PTxfTpk0TMplMDB06NMfhUV4G6A4JZGdnJ33tvahhw4ZizZo12bZnZGSIevXqia+//lra1rp1a2kYlGrVqol169blGwdRWcWmWKIStmbNGjx+/Bhjx47FiRMnkJKSAq1Wi/79+wMA3nzzTZ3mxNTUVKmWDchsTp0yZYrUVPT48WMolUqpyTFrmTJlSrZaqhkzZqBjx46wtbWFr68vZsyYgYSEBOzatQvW1tYYN24cFAoFxo8fj59++inXwVxfe+01PHnyRFpebJ7t3bs3KleujPnz5wPIrM15sWkvS0ZGBvr27YvY2Fg8ePAAT548wW+//QYTExPY2trC3d0dAwYMQExMDJ4+fYrIyEh4enpK58fHx8PNzQ1JSUmIiorCRx99hNjY2GzL5MmTpdqknLRv3x4Asg3cmx9fX194eXnho48+QqNGjVC1alVotVqpSV1fL9YCZnUqeHGw3l69eqFKlSrSuouLi9QkXKlSJbRv3x4LFy6En58fnJyccOnSJZ0Ysnozv0yj0aB69eo6S+fOnXONs2vXrnBxcYGjoyNq1aoFb29vODg4wMHBQXp+BwcHvPXWW9nONTc31+lIAWT28m7atCmWL18OCwsLtG7dOturB/pQKBR4/fXXIZPJdJbLly/n2Kt1+fLluHfvHt577z1pW2RkpNQLmKi8Y2JHVIISEhIwY8YMjB49Gp6enrCysoK5uTkiIiKwbds2TJ06FceOHZOGkQCg09wIIFuy9emnnyI+Ph5bt25FYmIiMjIycPLkSVy8eFGnJ2hycjIOHDiAwMBAnXMTEhKwe/duHD9+HLdv38bChQsxdOhQnDhxItemuhd7RL78C1Eul2PYsGHYsmULNBoNkpKScmwG3bdvHw4cOAAhBDw8PODk5IRly5ZhyJAhcHV1xcCBA7F9+3ao1Wo4OTnB3d1dJ4HMak7bt28fvLy84O7ujkqVKukkKpUrV4aDg0O2HrUvCg0NhVarzdaUBwC//vqr9IxZvZGzLFq0CB06dIBGo8HEiRNx586dbMN76OPF8sx6J+3FBOfF4W9edv78efj4+ODSpUsYOHAgTp8+jUGDBul1X4VCgfv37+ssBw4cyPX4kydPIj09Hf369cPrr78uzfgghIBWq0WfPn3g4eGB33//Pd8E7dy5c3jzzTfh6uqKkJAQKJVKvWLOiUwmw7Fjx3T+GBJCoGHDhtmOffbsGaZNm4YvvvgCXl5eAIDw8HBpuCAiY8DEjqgETZs2DbGxsZg0aZK0TQiB//3vf6hVqxZmzpyJfv364f3330dYWFiO10hPT5cSnO+//x579uxBy5YtERERgW7duiE2NhZfffUVgoKC0KdPH+k8S0tLBAUF6Qw1ERUVhYEDB+Ljjz9G06ZNMWPGDMyfPx8WFhY6tUQFNXLkSFy4cEEaWyynX9wLFy7E+++/L9Uo/fLLL7h69ar0nqC3tzc6duyIIUOGQKPR6Jyr1Wpx+/ZtVK5cGX369EFKSgr++usvODg44Pr164iLi8OjR4/w6quv4oMPPsCbb76ZY5wXLlxAo0aNMHToUHTr1k1nX2pqKoYMGYKnT5/i1q1beOutt3QSy1WrVmHAgAH45Zdf0L9/f1hZWeXYQSM/f//9t/T/s2fPAgBq164tbcutswqQ2XnDzc0Nu3btwogRI9CwYUPcunVLr/tmvWP34lK/fv1cj7e0tISJiQlWr16N58+f491330VycjI0Gg3GjBmDY8eOYc+ePXq9l9asWTOcPXsWBw8eROXKlXM85vnz5waf/uuzzz6Dra2t1EkHyHz/z9PTM9chWApaA0tU2pjYEZWQhw8fYsWKFRg+fDjc3Nyk7RMmTMDx48exbt06KBQK/Pzzz1AqlejYsaM0aOyLjh8/jhkzZmDatGn46quvsGPHDnh4eGDcuHGoVKkS6tWrh7fffhvR0dHo0qWLzrkv1ihlZGSgW7duqFGjBr755hsAwPDhw3Hq1Kl8B2ZNSUnRqel5mZubm/SMsbGx2RK7q1ev4vDhwxg5ciSAzGbQzz77DD/99JNOQvnzzz/j0qVL6Nu3r87L+pcvX4ZarUbTpk2lbZ06dUKvXr3Qs2dPPH78GEOGDIGVlZXUJJyTJk2a4ObNm1i9ejVkMpk0cDMAODg4SM8QHByMK1eu4H//+590rrOzM4KCgnDkyBFs2LABbdu2RUJCQoF7Uv74449YsWIFdu3ahQ8++ADNmzdHy5Yt9TrX2dkZUVFR2LJlC/bu3YuuXbsiKCgo1xheTJQUCkW2Wq6rV6/me08rKyscOHAA//77L1q1aoVOnTrhwIEDOHbsWI61ZC/KqpEUQuQ5lh0AbNu2DY0aNcqxl/DLcmuKfdGePXvw66+/Yt68eVIN+IEDB/Djjz8iMDAwx9rp+Ph4uLu746+//so3BqKygokdUQmpWrUqzp07h88//xxA5gTmw4YNw4IFC7B8+XIpSXF2dsaePXtgYWEhJSubNm2Sfinfvn0bb7zxBpYuXYoDBw5I72gpFAps3LgR48ePx4cffohGjRph0aJFuHXrVraaj7S0NAgh8Oeff2Lbtm1Sj1Vzc3N4enoiOTkZJ0+exJ07d7I1q2m1Wpw9exZeXl7SotFocp2R4fr161Lv1yxfffUVGjduDG9vbxw7dgw9e/bE4MGDMXToUJ3jqlevjr/++gsHDx5EvXr1pKErduzYgfr168PJyUnn+EWLFsHMzAw1atTA2bNnsWvXrhwHFH5x2JJXXnkFQOYv/m+//RYpKSlo3LgxZDIZatSogb///huVK1fGhg0bUKlSJWlIkIULF6JSpUro3r07pkyZguHDh6Np06Y4depUjp9DbmbNmoX58+fjnXfeQY0aNbBlyxa9z/3kk0/Qu3dvDB8+HIMGDYKnpydGjx6Ns2fPZkvu0tLSkJSUhMuXL0s9sO/cuaOzhIeHAwBu3bqF0NDQHO+ZlpaGkJAQVK1aFdeuXcPJkyfx6quv4sGDB4iPj88z3qyvkZe/VszNzXHq1CmoVCrcv38f9+7dw6ZNm/Dw4UO4urpKx2U904tfz0KIHJti27Ztm+0eo0aNQp8+ffD8+XN89dVXCAgIQP/+/XUSdhMTE5w8eRLXrl3Dhg0boFarC9XETlRqSqCDBhG95P79+6JatWrC0tJSrF+/PsdjYmNjxbBhw4Spqan45JNPxMOHD8XgwYOFqampaN68uc6csj179hTTpk2T1sPCwkS3bt2kgXlPnz6tc20zMzNpLtCcaLVaUadOHVG5cmVx/vx5nX1Tp07NcYDirB6XQghx5MgRMX78ePH2228LU1NTMXfuXGnfsWPHBAAxb948odVqxbBhw0S3bt1EWlqadEyNGjXEypUrdZ7nhx9+EEJkDrLs4uIi5s6dKzIyMsSjR4/E8ePHxbfffitatGgh7O3tRc+ePYWtra2oVq2aGDx4sPjuu+/Epk2bxN9//y2EEOLs2bM6vTOTkpJErVq1xMaNG4UQQty5c0fMmTNH9OrVS9SvX1+4uroKS0tLIZfLxffff5/r51YQWb1iz507Z5Dr5UWr1QoAYsmSJcLU1FTY2NjoDLz88mJjYyOqV68uhMjsDfvzzz+LTz75RLRv315YWVkJZ2dn8eGHH4q7d++K27dvi1GjRgmlUikACE9PT/H666+LoUOHZhvoeP/+/QKAzuDDQggxceJEaUDhrMXc3Fz89NNPOsfFxMRIc8VmUSqV2XrF7t+/X7i5uUnl+aKkpCRRu3ZtYWJiIqZPn56tJ+4333wjqlWrJuzs7ESlSpXExx9/XNCPm6hUMbEjKiVLly4VYWFh+R4XHh4unj17JtLT08Xo0aOlhOZFnTt3lmYFeNHVq1dzHH5DH1kzRbxs165dYuHChTrbFi9erDMUya1bt4SdnZ1o27atWLhwoc4vz5SUFLF8+XIREREhbXsxqRNCCHd3d/Hdd9/leP/ExETx7bffisjISLFz504hl8tF3bp1xeDBg8XWrVtFSkqKdNyOHTvEuHHjRKtWrYRSqRSzZs0SQghx+vTpbMN6qNXqfD4RwyrJxK4oNBqNaN26tfDz8xNTp04Vx48fF+np6dmOS05OFgcPHhSTJ08W3bp1Ez///HOB7pOeni6Sk5OlJaehT8LDw4WdnZ3OZ2Zubp4tsfvss89E+/btRVRUVI73OnXqlM4fRkTGRCaEgd9OJSIqQbn1us3JiwMcExEZIyZ2REREREaCf7oSERERGQkmdkRERERGgokdERERkZHIexRSI6LVahEZGQlbW9tcp0kiIiIiKmuEEEhISEDlypXz7QBWYRK7lycQJyIiIipPwsPD853uscIkdra2tgAyP5SiTDhNREREVJLUajU8PT2lXCYvFSaxy2p+VSqVxZLYabQCwaoYPE5IgautBZp7OUIhl2Xb52hphhuPEhAemwRPB0u84mqLs/efITIuBR4OlnitpjNa1nCSziUiIiICoNerZBUmsStO+0OjMHN3GKLiU6Rt7nYWCAzwBoBs+/Ky+Nhd2FuZYk7v+vD3cS+WeImIiMg4VZgBitVqNezs7BAfH2/QGrv9oVEYs/4iXv4QZUC2bQW1dGBjJndEREQVXEFyGA53UgQarcDM3WE5JnCGyJZn7g6DRlsh8m4iIiIyACZ2RRCsitG7ibUwouJTEKyKKbbrExERkXFhYlcEjxOKL6kryXsQERGRcWBiVwSuthZGcQ8iIiIyDkzsiqC5lyPc7SxQXAOTuNtlDptCREREpA8mdkWgkMukIU1eTu5kufy/IAIDvDmeHREREemNiV0R+fu4Y8nAxnCz020ydbOzwNKBjbE0h335sbcy5VAnREREVGAcx85AijrzxINnidhz9REAwM5CDq2QwcnGHNO6eeP1V11Zc0dERFRBFSSHYWJXBszeG4blJ1S5jn2nkAOL32UNHhERUUXEAYrLkdl7w7Asj6QOADRaYPT6i9gfGlVicREREVH5w8SuFKVlaLH8hErv4wN3XeNMFERERJQrJnalaF3Q/QJNPfZIncqZKIiIiChXTOxK0YOYpAKfw5koiIiIKDdM7EpRNUerAp/DmSiIiIgoN0zsStGgVtULNHhxJaU5Z6IgIiKiXDGxK0VmJnKMbOel9/Eze9TjeHZERESUK5PiuOj9+/cRHh6Ol4fIa9euXXHcrlyb3DVzSrI8x7GTAYvf4zh2RERElDeDD1A8ZcoUzJ07F25ubjAzM/vvRjIZ7t27Z8hbFUhZHqAYyBz65NczKpy5/RghEWqka7RITNMCAFYPaQq/Opx9goiIqCIq1Zkn7Ozs8Ntvv6Fnz56GvGyRlfXE7kX7Q6MQuOsaHqlTpW3udhYIDPBmrR0REVEFU6ozT3h4eKBKlSqGvmyFsT80CmPWX9RJ6gAgOj4FYzj7BBEREeXB4IndmjVrMHbsWOzZswfPnz839OWNmkYrMHN3WI7v2mVtm7k7jLNPEBERUY4M0nlCLpdDJvvv/S8hBAICAqRtQgjIZDJoNBpD3M5oBatiEBWf+wDEAkBUfAqCVc/QqqZzyQVGRERE5YJBEjuVSv/5Til3+s4qERGbXMyREBERUXlkkMSuWrVqee6Pj49ns6we9J1VwsXWvJgjISIiovLI4O/Yde3aFcnJujVKYWFhaNWqlaFvZXSaeznC3c4i39komlRzKJF4iIiIqHwxeGJ34MABZGRk6Gzz8vLCkydPDH0ro6OQyxAYkDlg8cvJneyl44iIiIheZrCZJ7766isAmR0lZs+eDQsLC2n9xIkTaN++vaFuZdT8fdyxZGBjzNwdptORopLSAtFq/d7BIyIioorJYIldVgcKmUyGBw8eSLNOyOVyvPnmmxg7dqyhbmX0/H3c0dHbDcGqGDxOSIGrrQV8PJSoP+NgaYdGREREZZjBZ56Qy+WIi4src7M7lKeZJ3KSlJYB7y8PAADCvuoMK7NimeaXiIiIyphSnXli9uzZsLS0NPRliYiIiCgfBq/2mThxIgDg4cOHePToEdzc3ODp6Wno2xARERHRSwxeY3fr1i00btwY1atXR/v27VGtWjW0aNECd+7cMfStiIiIiOgFBk/shg0bhpYtWyImJgaJiYl4/PgxfH19MWTIEEPfioiIiIheYPCm2OvXr2Pjxo2wt7cHADg7O2Pq1KmoW7euoW9FRERERC8weI1d7969MX/+fKSmpgIAkpKS8P3332Pw4MGGvhURERERvcDgNXaHDh1CeHg4li1bBkdHRzx9+hTp6emoWrUqatSoAQC4d++eoW9LREREVOEZPLH77bffDH1JIiIiItKDwRM7Pz8/AMCNGzfw8OFDtGrVCg8ePICPj4+hb0VERERELzD4O3bXrl3DK6+8Ah8fH3Tr1g0PHjxAixYtsGHDBr2v8fTpU3h5eeH+/fvSttDQUDRr1gwODg6YMGECDDxhRpmn0f73vMGqGJ11IiIiIqCYhjt5++23ER8fDxsbGyiVSuzcuROBgYF6nf/06VN0795dJ6lLTU1FQEAAmjRpgvPnzyMsLAxr1641dOhl1v7QKHSY/7e0PnTNObSZexT7Q6NKMSoiIiIqawye2N2+fRsffPABrK2tpW316tXD06dP9Tq/f//+ePfdd3W27du3D/Hx8Zg/fz5q1qyJWbNmYdWqVQaNu6zaHxqFMesv4pE6VWd7dHwKxqy/yOSOiIiIJAZP7F5//XWMHTsWN2/ehEwmg0ajwc8//4w333xTr/NXrFiBcePG6Wy7fPkyWrZsCSsrKwBAgwYNEBYWZujQyxyNVmDm7jDk1OiatW3m7jA2yxIRERGAYkjsli5diufPn6Nu3bqIi4tDnTp1cOHCBSxdulSv8728vLJtU6vVOttlMhkUCgViY2NzvU5qairUarXOUt4Eq2IQFZ+S634BICo+BcGqmJILioiIiMosg/eKdXV1xZEjRxAZGYmIiAhUqVIFlStXLtI1TUxMYG5urrPNwsICSUlJcHBwyPGc2bNnY+bMmUW6b2l7nJB7UleY44iIiMi4GSSxO3HiRK777ty5gzt37gAA2rVrV6jrOzo6IjQ0VGdbQkICzMzMcj1n8uTJ+PTTT6V1tVoNT0/PQt2/tLjaWhj0OCIiIjJuBknshgwZIv1fJpPhwYMHUCgUcHZ2xrNnz5CRkQFPT0+dnq4F0axZM6xYsUJaV6lUSE1NhaOjY67nmJubZ6vlK2+aeznC3c4C0fEpOb5nJwPgZmeB5l65fw5ERERUcRjkHTuVSiUtAQEBGD58OJ49e4bIyEjExMRgzJgx6NSpU6Gv365dO6jVaqxZswYAMGvWLHTo0AEKhcIQ4ZdZCrkMgQHeADKTuJwEBnhDIc9tLxEREVUkMmHgkX5tbW1x7do1VK1aVdr28OFD+Pr6IiZG/5f8ZTIZVCoVqlevDgDYtWsXBgwYAEtLS8jlchw/fhze3t56X0+tVsPOzg7x8fFQKpV6n1cW7A+NwszdYdk6UvzU3xc9fT1KKSoiIiIqCQXJYQye2L322mto0KABZs+eDQcHB6jVakydOhXnzp3DP//8U6RrR0dH48KFC2jZsiWcnJwKdG55TuyAzKFPglUxeBiTiIl/XAUATPSvAzc7S7gpM5tjWXNHRERkfAqSwxi8V+yvv/6KAQMGwNnZGZaWlkhOToaPjw82bdpU5Gu7ubmhW7duBoiy/FHIZYhPTsP8Q7ekbXP335T+725ngcAAb/j7uJdGeERERFQGGLzGLsvDhw8RFRUFV1fXHMemK2nlvcYuawaKvApLBmDJwMZM7oiIiIxIQXIYgw9QnKVq1apo0aKFTlK3Y8eO4rqdUctrBoqXcSYKIiKiissgiV3Xrl0BZM728NZbb+V4TEpKCvr06YO4uDhD3LJCyW8GiiyciYKIiKhiM0hiFxISAgAwMzODSqWStm/fvl36/+PHj1GpUiXY29sb4pYVSkFnluBMFERERBWTQRI7c3NzbNu2DW3btsW9e/fQvn17zJs3D59++im6du2K2NhYhIWFoUWLFoa4XYVT0JklOBMFERFRxWSQxE4mk6Fp06aYMmUKXF1dMXToUNy/fx8ODg7o2LEj2rdvj99//x0dO3Y0xO0qnKwZKPIjQ2bvWM5EQUREVDEVKbHTaDTYuHEjUlNTUb16dXTt2hW2trY6c8KOHz8e7733Hn7//Xe88847RQ64IsqagUKfUeo4EwUREVHFVaTEbuPGjfj000+h0WikbTKZblIRGRmJtWvXwsPDQ+f9OyoYfx93LBnYONeaOzelBYc6ISIiquCKNI5dWloaZDIZXnnlFSxevBhz585FSEgI6tWrh6ZNm+LgwYMQQuDrr7+GVqtFcHAwFixYYMj49Vbex7HLkjUDRXR8MiLjk/H9gcwBi1cPaQq/Oq6srSMiIjIyJTaOnZmZGUxNTQEADRo0wBdffAFnZ2d8+eWXGDlyJLRaLY4cOYJ+/fqhS5cuOHjwYFFuR8hslm1V0wmWZgr8FvRA2v7+r+fRZu5R7A+NKsXoiIiIqDQZZEoxmUyGKlWqwMXFBWZmZujSpQsAwNPTE56engAAe3t7ZGRk4Pnz57CxsTHEbSus3GahiI5PwZj1F9kkS0REVEEZJLFLS0vDzp07odVqMWbMGBw4cABOTk5Yv349tFot5PLMisG3334bGRkZhrhlhZXXLBQCmT1jZ+wKQ+tazrAxN8n2ziMREREZL4PMFdurVy+kpaUBAIQQSElJQWJiIqKjo/HkyRP4+vqiR48eeP/991GpUqUiB10YxvKOXdDdZxiw4h+9jm1azQFbR7dickdERFSOFSSHMUiNXV5zwCYnJ+P48eNYuXIlLl26hM2bNxvilhVWQWaVOP8gFsnpGliZGaSYiYiIqIwr9t/4lpaW6NKlC7p06QKtVlvctzN6nFWCiIiIclPkmScuX76MsLAwPH78WGf7999/r7P+559/Su/aUeFlzUKRW+OqDJlj2hEREVHFU+RMq2nTpujevTt2796NO3fuYPz48dBqtZg3b550zJIlSxAYGMgaOwPImoUCQLbkLmt9ctdXSzQmIiIiKhuKnNhVqVIF9+7dQ9WqVdGqVSvY2dlBCAEzMzMAwG+//YaZM2di06ZNrLEzkKxZKNxemoXCzS5z9omO3qXTQYWIiIhKV5HfsZPJZIiOjsaQIUOwbds2+Pn5AQAyMjLQtWtXxMTE4O+//0adOnWKHCz9x9/HHR293RCsisHjhBS42lqguZcjFHIZktI4pAwREVFFZJDOE25ubrhx4waUSiXmzZuHu3fvIiYmBuHh4Wjfvj0WL14MAIiPj8evv/5qiFsS/puFgoiIiAgwYK/YsLAwtGzZEu7u7hBCQC6XQyaToWbNmtI4aikp+g/VQUREREQFY5DELi4uDu+++y7Gjx+Pjz76CAAwb9482NraYsuWLdiyZQuqVKliiFsRERERUS6K3JtBCAFra2sEBQVh8+bNGD9+PIQQUCgUOH36NAYMGIBWrVrh6tWrhoiXiIiIiHJR5Bq7iIgIODo6on///jh48CD69euHhIQE2NraAgA++ugjVK5cGZ07d8Y///yDqlWrFjloIiIiIsquyIndsWPHEB8fj27dugEAdu/eDQC4fv06Dh8+jObNm6NPnz6Ii4uDm5tbUW9HRERERLkoUlNsREQEBgwYIHWOSE1NRc+ePREaGgohBLZt24ZXXnkFEyZMwBtvvCGNbUdEREREhlekxG7v3r2YNm0aunbtCgAYPHgwTE1NUa9ePchkMixduhQXLlxAYmIi6tatiylTphgkaCIiIiLKrkhNsSNHjpT+HxERgZSUFGzYsEGqwQMADw8P/PLLLxg1ahTUanVRbkdEREREeTDYOHZVqlTBzp07c93fsGFDQ92KiIiIiHJgkMQuKSkJJ06cgLm5OSwsLGBubg5zc3NYWlpCqVTCzs4OpqamhrgVEREREeXCIIldVFQU+vbti1atWiEtLQ3p6elISUlBSkoKkpKSEBsbCxsbG6xbtw6vv/66IW5JRERERC8xaFPswYMHc91/+fJlfP7550zsiIiIiIpJkRK7pKQkpKWlAYBOhwkAiImJwdKlS+Hh4YEhQ4agYcOGiIiIKMrtiIiIiCgPRRruZO3atahWrRomTZoEjUYjbf/2229RtWpV/P3333B2dpa2//DDDxBCFOWWRERERJSLIg930qJFC/z111+4fPkyfHx88Pnnn6NFixb4559/4OPjo3N81uwURERERGR4RaqxMzExQZMmTRAYGIhbt25h4cKFWLp0KczMzLIldURERERUvAzWeeLNN99EUlISZDIZJk2alG1/RkYGevXqxdkniIiIiIpJkRI7jUYDhUIBALhy5Qq2bdsGABBCICAgAH/99Ze03qNHD7zzzjtFDJeIiIiIclOkxG7z5s2YOnUqevbsidTUVPj5+Un7TE1NddZNTExQq1atotwO48aNw8KFC6X1mjVr4s6dO0W6pjHSaP/roBKsikHb2i5QyGV5nEFERETGoEiJXdeuXVG5cmVcu3YNWq3WUDHl6vz589izZw9ee+01AJBqC+k/+0OjELjrmrQ+dM05uNtZIDDAG/4+7qUYGRERERU3mTDQ+CPOzs6IjY2V1oUQOmPbCSHQvXt37Nq1q1DXz8jIgJOTE/7991/Y2NgU+Hy1Wg07OzvEx8dDqVQWKoaybn9oFMasv4iXCzSrFJYMbMzkjoiIqJwpSA5jsM4T9+7dg6mpKeTynDvaZmRkFOn6V69ehVarha+vL/7991/4+flh+fLlqFq1apGuayw0WoGZu8OyJXUAIJCZ3M3cHYaO3m5sliUiIjJSRRru5EVKpRKWlpYwNzfPcbG2toa1tXWhrx8WFoY6depg3bp1uHLlCkxMTDBy5Mhcj09NTYVardZZjFmwKgZR8Sm57hcAouJTEKyKKbmgiIiIqEQZLLHLyMhAs2bNDHW5bN577z2cP38erVq1Qu3atfHLL7/g0KFDuSZss2fPhp2dnbR4enoWW2xlweOE3JO6whxHRERE5U+Rm2L79OkDMzMzAMC1a9fw7rvv5nrsG2+8geHDhxf1lgAAV1dXaLVaREVF5djePHnyZHz66afSulqtNurkztXWwqDHERERUflT5MSuV69eMDExgZmZGY4ePYp+/foByOws8ffff6N9+/YAgMTERAwfPhxDhw6FiUnBbzthwgQ0atRIShyDgoIgl8tzTdaymoAriuZejnC3s0B0fEqO79nJALjZWaC5l2NJh0ZEREQlpMiJ3aBBg6T/f/zxx+jZsycOHjyIKVOmQC6XY8aMGbCzswOQmezl1rkiPw0bNsS0adNQqVIlaDQafPTRRxg8eDCsrKyK+ghGQSGXITDAG2PWX4QM0EnusrpKBAZ4s+MEERGRETPYO3ZarRb+/v4AgNDQUHz99dcIDg7G/v37sWjRIgCZ78kVNrEbOHAg+vXrhz59+mDAgAHw9/eXrkuZ/H3csWRgY7gqdWsq3ewsONQJERFRBWCQcewePHiA2rVrw9PTEw0aNMBrr70GPz8//PDDD7h16xbmzZuHN9980xDxFlpFGMcuS1xSGny/OgQAmOhfB/9rUwNmJjkn1BqtwD93nyHo3lMAMrSq6YSWNZxYs0dERFRGFCSHMVhi1717dxw9ehQ3btzA119/jcOHD8PW1hZ79uxBmzZtinqLIqsoiV3WzBOP1KnSttxmntgfGoVJf15FXFK6znZ7K1PM6V2fNXxERERlQEFyGIM0xQohoNFo4OLigqNHj+L58+e4evUqlixZgiFDhmDcuHHQaDSGuBXlIWvmiReTOgCIjk/BmPUXsT80SufY0esvZkvqACAuKR2jXzqeiIiIyj6DJHa2trYYMWIE/vzzT3Tr1g1Hjx7F9u3bcfnyZVy5cgV3797Fl19+aYhbUS7ym3kCAGbsCkNCSjoSUtLx5c7QfK85c3cYNFqDzDhHREREJaDITbGnT5+Gq6sr5HI52rVrh6CgIPz0008IDw/HjBkzYGNjg+TkZKka8ZVXXjFU7AVi7E2xQXefYcCKfwx+3Y0jWqJVTSeDX5eIiIj0U6JzxQ4YMECaKiw6OhpeXl4QQkChUODq1auQyTJfws/IyEBKSgoePnxY1FtSDoprRgnOVEFERFR+FDmxy0rU0tLSUKNGDVy6dAl79uzB6tWr8eTJE8yZMwc9evQocqCUN31nlFg7LHPat6Frzhn0ukRERFT6DDaOnVwuR2BgIJydnTFkyBD8/fffWLBgAcLCwgx1C8pD1swTuQ1SIkNm79i2tV3QtrYL3JT5z8rhzpkqiIiIyhWDJHYJCQkwMTHBiBEjdLZ37twZkyZNAgCkp2fvfUmGkzXzBIBsyd3LM08o5DLM6FEv32typgoiIqLypciJXWpqKmrVqgUgM3nr27dvjsctXboUq1atKurtKA9ZM0+42ek2n+Y084S/jzuWDmwMeyvTHK/1U39fjmNHRERUzhT5HTszMzOYm2c265mYmCA4OBgAMGzYMNjY2KBatWr47LPPcPz4cbRt27aot6N8+Pu4o6O3G4JVMXickAJX28zm1Jxq3rKOzZp5Ik2jxfITKgCAnaUpNFrBGjsiIqJypMg1djKZDAkJCejfvz/+/fdfKBQKAMDhw4fRpEkTLF68GLt27cLx48cxaNCgIgdM+VPIM6cG6+nrgVY1854eTCGXoXVtZ/h42GHnpUhp+9A159Bm7lEOUkxERFSOFLnG7s8//4QQAm+88QasrKyk7fb29hg6dCgAYPfu3Rg4cCCcnDgeWlmUNWPFywMaZs1Y8XIzLhEREZVNRUrs7t69iw8++ABmZmYYMGAAbG1tsx3TuHFjBAYG4sqVK0W5FRWT/GaskCFzxorWtZylmj9LU4U0PiERERGVHUVqiq1ZsyZu376Nbt26oXPnzjh06BCSk5Nx8OBBJCYm4o8//kC3bt3w/vvv4+zZs9i9e7eh4iYDCVbFICo+90GIBYBodQrqzzgI7y8PwPvLA+i7NAhFnLCEiIiIikGRm2ItLS1ha2uLxYsXY+7cuUhISMCSJUsQHR2NAQMGwMHBARcuXMC5c+eQlpaGgIAAQ8RNBlKYmSXOP4hFcroGVmZF/vIhIiIiAypy5wmFQoE//vgDjRo1wqZNm+Dq6ort27ejZs2aOH/+PGxsbNCjRw/89ddfOHjwoCFiJgMqyIwV56d1KOZoiIiIqCgM0is2Pj4e9evXx4kTJ3T2NWjQAAcPHsTUqVNx8uTJot6KikFBZqywMlOUZGhERERUQEVK7O7du4devXrBxsYGmzZtQrt27aR9GRkZCA8Ph6mpKZYtW4YhQ4YgJYUTypc1BZmxgoiIiMq2IiV2Li4uUCqVSE5OhpWVFYQQyMjIAABERUWhWbNmaNKkCZRKJZo3b4558+YZJGgyrILMWEFERERlV5Hefre1tcVvv/2GH374AR06dEBwcDDMzMwAAHFxcTrHurm54dNPPy3K7agY6TNjhUb7X0/YYFUM2tZ2YU0eERFRGSITBhq3YseOHejVqxcAQAiB+/fvw8vLS9ofHx+PjIyMUhukWK1Ww87ODvHx8VAqlaUSQ3m2PzQKgbuu4ZE6VdrmbmeBwABv1ugREREVo4LkMEXuPJElK6kDgLS0NNSvX19n/7Zt29CgQQMkJycb6pZUQrJmpngxqQP+m5mC044RERGVDQYbiOy9996Dqakp5HI5hBCwtLSU9qWmpuL777+Hn5+fznYq+wozMwUR5YyzthBRcTNYYrd9+3Z8/fXX0vqePXsAZDbLjhw5EvHx8ViwYIGhbkclpCAzUxBR3ppWc8DW0a2Y3BFRsTFYYmdubo7PPvtMWp87dy4ePHiAMWPG4OrVq9i3bx8qVapkqNtRCSnMzBRElDPO2kJExa1IP11u3bqFlStXwsrKCmlpaZg9ezYsLCxgZWWFuLg4NGrUCEOHDsVvv/0GZ2dnQ8VMJaggM1M093Is5miIyqekNA2afnO4tMMgogqgSIldYmIi4uPjkZSUBI1Gg/DwcKSlpSEhIQFCCKSmpuLhw4dISEhgYldOZc1MER2fkuN7djJkjnfHoU+IiIhKX5F6xTZq1AjLli3DwoULYWFhgV9++QUrV67E5s2b4eDggPv378PT0xONGzfG7t27DRUzlSDOTEFERFR+GGS4k4yMDKSnp0vr6enpSElJgYuLCxYsWIC1a9diwIAB2L9/vyFuRyWMM1MQERGVDwZ5g9fU1BTXr1+X1rVarc64dj179sSPP/6IgQMH4urVq3B3ZyJQ3ugzMwURERGVLoMNUPz48WO8//770Gq1ePr0KR48eCANeQIAw4cPR8+ePaW5ZKn8UchlaFXTCT19PdCqphOTOiI9vTwd34vrRESGZJDEbtu2bWjXrp3UQcLe3h79+/fH2LFj8dprr+HAgQMAgFWrVsHT09MQtyQiKhf2h0ahw/y/pfWha86hzdyjnLGFiIpFkRO7x48fY9SoUVi8eDG+++47yOVyWFtbY8yYMbh16xb8/f3Rq1cv/Pzzz4aIl4io3OB0fERU0mRCiCK3CajV6jwnpb169SpeffVVmJqaFvVWhVaQCXSJiIpKoxVoM/dorjO3yABUUlrg0Kft+FoDUTlWElMFFiSHMUjnifxuUr9+fUPchoio3OB0fEQVQ1mbKtBgnSeIiOg/nI6PqGLImiqwrOCEhURExYDT8REZt7I6VSATOyKiYsDp+IioNLAploioGHA6PiIqDUzsiIiKCafjI6KSVu6aYkNDQzFs2DDcuXMHw4cPx3fffVdmeqIQEb2M0/ERGaeXZ5QpK69VlKsau9TUVAQEBKBJkyY4f/48wsLCsHbt2tIOi4goT5yOj8i4lOUZZcpVYrdv3z7Ex8dj/vz5qFmzJmbNmoVVq1aVdlhERERUQZT1GWXKVWJ3+fJltGzZElZWVgCABg0aICwsrJSjIiIioopAoxWYuTssx57uWdtm7g7TaaYtaeUqsVOr1fDy8pLWZTIZFAoFYmNjsx2bmpoKtVqtsxAREREVlj4zykTFpyBYFVNyQb2kXCV2JiYmMDc319lmYWGBpKSkbMfOnj0bdnZ20uLp6VlSYRIREZER0ndGmdKceaZcJXaOjo548uSJzraEhASYmZllO3by5MmIj4+XlvDw8JIKk4iIiIyQvjPK6HtccShXiV2zZs0QFBQkratUKqSmpsLRMft0PObm5lAqlToLERERUWFlzSiTW792GQB3O4tSnSawXCV27dq1g1qtxpo1awAAs2bNQocOHaBQKEo5MiIiIjJ25WFGGZkQovS6bhTCrl27MGDAAFhaWkIul+P48ePw9vbO9zy1Wg07OzvEx8ez9o6IiIgKbX9oFGbuDtPpSOFuZ4HAAO9imVGmIDlMuUvsACA6OhoXLlxAy5Yt4eTkpNc5TOyIiIjIUDRaUWIzyhh9YlcY8fHxsLe3R3h4OBM7IiIiKjfUajU8PT0RFxcHOzu7PI8td3PFFlZCQgIAcNgTIiIiKpcSEhLyTewqTI2dVqtFZGQkbG1tIZMVX1Wpp6cnawXLIJZN2cWyKbtYNmUXy6bsKo6yEUIgISEBlStXhlyed7/XClNjJ5fLUaVKlRK5F4dXKbtYNmUXy6bsYtmUXSybssvQZZNfTV2WcjXcCRERERHljokdERERkZFgYmdA5ubmCAwMzDafLZU+lk3ZxbIpu1g2ZRfLpuwq7bKpMJ0niIiIiIwda+yIiIiIjAQTOyIiIiIjwcSOiIiIyEgwsctHaGgomjVrBgcHB0yYMAH6vJK4bds2VKtWDZUrV8bGjRt19i1evBiVKlVCjRo1cPTo0eIKu0IwZNloNBqMGTMGSqUSVlZWGDFiBDIyMoozfKNm6O+bLPfu3YOVlZWhw61QiqNskpKSUKNGDfzxxx/FEXKFYciySU5ORt++faFUKuHi4oLPP/8cWq22OMM3aoUpGwA4c+YM6tSpk227Pj/vCk1QrlJSUkT16tXFqFGjxJ07d0TXrl3F6tWr8zzn6tWrwszMTKxYsUJcuXJF1KpVS9y4cUMIIcT+/fuFhYWF2LFjhzh9+rTw8vIST58+LYlHMTqGLptvvvlGtGjRQly7dk2EhIQIFxcXsXz58pJ4FKNj6LJ5UceOHQV/bBVecZXNhAkTRMeOHYszdKNn6LKZOXOmGDBggIiIiBDBwcGievXqYtWqVSXxKEanMGUjhBDnz58Xrq6uolq1ajrb9f15V1j8CZmH7du3CwcHB5GYmCiEEOLSpUuidevWeZ7z8ccfi86dO0vrP/74o5g6daoQQoiePXuKUaNGSfs++eQTsWLFimKI3PgZumw++eQTcffuXWnf4MGDxZgxY4ohcuNn6LLJ8ttvv4m6desysSuC4iibS5cuCSsrK4P+YqqIDF023bp1E3v27JH2DR8+XEyePLkYIjd+hSmb58+fi6pVq4qvvvoqW2Knz8+7omBTbB4uX76Mli1bSk0/DRo0QFhYWL7nvPHGG9J68+bNceHChXz3UcEYumwWLFiAGjVqSPtu3ryJ2rVrF0Pkxs/QZQMAz549w4QJE7By5criCbqCMHTZCCEwcuRIvPbaawgKCsLly5eLL3gjZ+iyqVevHlauXIm4uDhcu3YNe/bsQceOHYvvAYxYYcrG1NQUZ86cQdu2bXO8XnHmAkzs8qBWq+Hl5SWty2QyKBQKxMbG6n2OUqlEZGRkvvuoYAxdNi86duwYQkNDMXDgQMMGXUEUR9l8+umn6NevH1577bXiCbqCMHTZbN68GcHBwXB1dcXNmzfRpUsXfP/998X3AEbM0GUzadIkBAUFwcHBAT4+Pujduzdef/314nsAI1aYsjEzM4OHh4de1zN0LsDELg8mJibZRo62sLBAUlKS3ue8eHxe+6hgDF02WRITEzFixAgEBgbCxcXFsEFXEIYumyNHjuDkyZOYNWtW8QRcgRi6bJYvX46+fftiw4YNmD17NrZu3Ypp06YhISGheB7AiBm6bKZPn442bdrg0aNHuHHjBs6ePYuFCxcWT/BGrjBlU5DrGToXYGKXB0dHRzx58kRnW0JCAszMzPQ+58Xj89pHBWPossny4YcfomrVqvjss88MG3AFYsiySUlJwejRo7Fs2TJYW1sXW8wVhaG/byIiItC9e3dpX+PGjZGWlobw8HADR278DF02GzZswJdffglXV1fUqVMH06ZNw6pVq4oneCNXmLIpyPUMnQswsctDs2bNEBQUJK2rVCqkpqbC0dFR73NCQkKk6ti89lHBGLpsAOCXX37BwYMHsXHjRsjl/NYoLEOWzdmzZ3H37l307dsX9vb2sLe3BwDY29vj1KlTxfYMxsrQ3zdVqlRBcnKytO/BgweQyWRwd3cvhuiNm6HLRqvV4vHjx9K+6OhoaDSaYojc+BWmbApyPYPnAgbrhmGE0tPThYuLi9Stefjw4aJ79+5CCCFiY2NFRkZGtnMuXbokrK2txZUrV0RCQoLw9fUVP/zwgxBCiJ07dwp3d3cREREhoqOjhYeHh9i2bVvJPZARMXTZHD16VJibm4tDhw6JhIQEkZCQIJKSkkrugYyIIcsmOTlZqFQqnQWAUKlUIjk5uUSfyxgY+vtm+fLlombNmuLs2bPi1q1bomPHjqJr164l90BGxNBl061bN9G0aVOxfv168dNPPwkXFxcxZcqUknsgI1KYssly7NixbL1i8yo3Q2Bil4+dO3cKKysr4eTkJFxcXMS1a9eEEEIAECEhITmeM2XKFGFmZiaUSqVo0qSJlCBotVoxcOBAYWlpKSwtLUX37t2FVqstqUcxOoYsm169egkAOoufn18JPYnxMWTZvIx/jxaNoX+mzZo1S1StWlVYWlqKTp06iaioqJJ6FKNjyLIJDw8XAQEBwsHBQVhbW4thw4bxj9UiKEzZCJFzYieE/j/vCkP2/4FRHqKjo3HhwgW0bNkSTk5Oep0TFhaGf//9F35+ftnazs+dO4fExET4+flBJpMVR8gVhqHLhgyHZVN2sWzKLpZN2VWYsslLcZUbEzsiIiIiI8E3xImIiIiMBBM7IiIiIiPBxI6IiIjISDCxIyIiIjISTOyIiIiIjAQTOyKifNy/f79AQxMdP34c1atXL76AiIhywcSOiIiIyEgwsSMiIiIyEkzsiIgAnD59Go0aNYKVlRWaN2+OsLCwPI9fu3Ytmjdvjp49e8LOzg7+/v6IiorSOWbXrl2oVq0aHB0dsWjRokLfi4hIX0zsiKjC02q1ePvtt9G7d2/cu3cP7dq1w+eff57veefOnUOrVq1w6dIlmJubY/To0dK+Z8+eYe7cudi7dy+++uorfPbZZ0hJSSn0vYiI9GFS2gEQEZUFISEhcHBwwJUrVxAXF4ebN2/me06VKlUwceJEyGQyzJgxA82aNUNGRgYA4Pnz51iyZAnq1auH2rVr46OPPsKjR4/g6elZqHsREemDNXZEVOHJ5XIsWLAAHh4eGDt2LGJjY6HRaPI9r0qVKlJvWQ8PD2g0Gjx79gwA4ODggAYNGgCANMG3EKLQ9yIi0gdr7Iiowjt+/DhWrlyJ69evw9XVFXv37sWFCxfyPe/hw4cQQkAmkyE8PBwmJiZwdnYGACiVSoPei4hIH6yxI6IKLyEhAQAQFxeH06dP49NPP4UQIt/zIiMjMXv2bKhUKsycORM9e/aEQqEolnsREemDiR0RVXj+/v7w9/dH48aNMXr0aIwYMQKRkZF49H/t27EJgjEQhuFznwyQcW+U1NnkXyGNdoKNKAjCx/P0IVe+Och1vT0356y9d40x6pzz8vP113cBfOJ291QE+Fp3V3fXWuvfowA82dgBAISwsQMACGFjBwAQQtgBAIQQdgAAIYQdAEAIYQcAEELYAQCEEHYAACGEHQBACGEHABDiAd8g3pEfU9I3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图形观察“节点数和树的深度随alpha值变化情况”\n",
    "models = []\n",
    "for ccp_alpha in path.ccp_alphas:\n",
    "    model = DecisionTreeClassifier(random_state=10, ccp_alpha=ccp_alpha)\n",
    "    model.fit(X_train, y_train)\n",
    "    models.append(model)\n",
    "print(\"最后一棵决策时的节点数为: {} ;其alpha值为: {}\".format(\n",
    "      models[-1].tree_.node_count, path.ccp_alphas[-1]))#输出最path.ccp_alphas中最后一个值，即修剪整棵树的alpha值，只有一个节点\n",
    "\n",
    "plot_tree(models[0], feature_names=list(X.columns), node_ids=True, impurity=True, proportion=True,rounded=True, precision=3)\n",
    "plt.savefig('xxx.pdf')\n",
    "\n",
    "node_counts = [model.tree_.node_count for model in models]\n",
    "depth = [model.tree_.max_depth for model in models]\n",
    "\n",
    "fig, ax = plt.subplots(2, 1)\n",
    "ax[0].plot(path.ccp_alphas, node_counts, marker='o', drawstyle=\"steps-post\")\n",
    "ax[0].set_xlabel(\"alpha\")\n",
    "ax[0].set_ylabel(\"节点数nodes\")\n",
    "ax[0].set_title(\"节点数nodes随alpha值变化情况\")\n",
    "\n",
    "ax[1].plot(path.ccp_alphas, depth, marker='o', drawstyle=\"steps-post\")\n",
    "ax[1].set_xlabel(\"alpha\")\n",
    "ax[1].set_ylabel(\"决策树的深度depth\")\n",
    "ax[1].set_title(\"决策树的深度随alpha值变化情况\")\n",
    "fig.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "486171ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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R0bl8+bKoXr268Pb2FnXq1NGL7jdt2iSaNWsmhNDV1uRUs/P06VNRrVo1qap2xIgRolu3buLevXviyZMnolmzZmLJkiUiISHBoEkl271790RMTIx48803haOjo4iNjTXoy5H96+PZPkX5adiwoVTlr1Qq8/zVmJiYKK5duyZu374tIiMjRe3atcWyZcvE7du3xdWrV0V8fLxBbc/MmTPFG2+8IYTQ/RJu2rSp8Pf3l9rnvby8xIkTJ0SHDh3EF198IdXsnDhxQqo6f7Zm56+//hLr168XGzduFOfOnZP6Ajzfp8bGxkZqX8/IyBBPnz6Vjj18+FA8ePBAjBo1SgAQUVFRUpPZs1DAX3K9e/cWTk5OQi6Xi4oVK4pTp07lmb5du3Z6vyJPnz4tAIiEhATh5OQkvv76a730P/zwg15TQHYtW0xMjBg1apTea6devXpi/fr1IjMzU4SGhoq4uDipxis+Pl4IoXtNVa5cWWqmy661EUIIhUIhfv/9d6lmZ+bMmeKdd97JsWYnW2ZmpvDz8xO2trZ6aZKTk6UmAI1GI9LS0gz6W/3999/CzMxMxMbGCiF0r5UzZ86I6tWrCzs7O+Hk5CQASM1SSqVSjBs3Tu8coaGhokGDBmLHjh3Czs5OtG/fXsycOVN06tRJ1K5dW0RFRYnAwEBRrlw5cejQIb282TU7Q4cOFYMHD5b2x8bGiqtXrwobGxthZmamV/tqZ2cnNm3alPMfNw8lXbMza9YsAUBUqlRJ2tevXz+hVCoNmvysrKxEv379DM4xdepUYWlpKdWyOTk5Se/RZ5tyZ86cKQCIadOm6eVPTU2V+sc835fr2ZqddevWCblcLpYvX66XZsOGDaJly5Zi48aNolmzZiI2NlZs27bNoM/Osw+ZTCYAiKlTp+Z6b3x8fPKs2cnvPf0q4GgsE1a1alUsXLgQixYtwj///KM3SkOtVuf7a2Du3LlQqVQICQnB559/jt27d2PlypXw9PSEm5sbgoODMXfuXLi6uqJXr145nqNKlSqoUKECgoKCIJPJ4OTkBCcnJ6SlpSEyMhKJiYnSyILU1FQkJSXh0aNHOY4oyXbs2DFERERgxIgRcHBwwFtvvYUffvgh1/QnT55Eo0aN4OPjgwYNGuDq1av44osvpO2ff/45z/sgk8kwb948BAQE4J133tE7ZmZmJv0izEtYWBjWrl2Lzz77DFu3boWFhQXkcjnUajW0Wi3UajUyMjJQpUoVaYSHubk5ypUrJ52jUqVKcHV1xZkzZwAADg4OqFSpErKysnDr1i3Ex8dLo6PS0tKgUqkQGxuLlJSUXMt148YN/PLLLxg3bhxkMhkGDRqE77//Ps9rya0mcP78+bC1tcX48eP19mdmZurVrtSvXx9yuRxVq1ZFQECAVCs1ffp06b6YmZmhbdu2OHTokPR85ubmAHSvqYkTJ2LgwIF6tTjZZTPm7/Gs2NhYpKamYsaMGQAAT09PyGQy6Tzt27eHQqGAlZUVAgMD9fKuWrUK5cqVw6RJkzBo0CCsWLECrVq1goWFBQ4dOoTHjx9DoVAgNDQUjx8/Rt++fQ1qGRs2bIiwsDB07doVdevWlWrr7t27hxMnTsDFxQVdunRBWFgYunXrluM1JCcnS++jQYMGYdKkSfj777+xatUqKJVKBAYGIjExEYmJiahQoYLeez8lJQWjR49GpUqVYGdnh65du+L27dtG379Zs2ahbt26+Pzzz2Fvbw93d3fMnz/fYHRTcnIyBg8eDFtbW1StWhWbN2/WO75s2TJUr14d1tbW8PHxwbFjx6Rjly5dwoIFCwxqdLJrWx8/fqz3GDt2rF6NJgCsXbsWixcvxpo1a6RaNq1WK5UzKysLGo0GQgjMmjUL/v7+WLhwIVauXAlAN2pq5MiRSEhIwNtvv53r/Vi1ahVGjRqFJUuW4OOPP9Y7du7cOTRs2FDarlixIt577z3Exsbi6tWrCA8PN3hEREQgIyMDc+bMyfU5tVot0tPTpb9x9iN7FFf2SK9XGYMdE+bo6Ih+/fqhR48eAPSbcrKbZfLSvXt3vPvuu7C2tsbOnTvh7+8PT09PZGRkYNy4cfjggw+QmJiIuXPn5lktfvjwYSQmJiIjIwM+Pj64du0aLl++jOrVq8PBwQF16tQBANSqVQv29vZwcXEx+FLJptFo8Pnnn+ODDz6QmqhGjx6NVatWITo6Osc8vXr1QkpKCpKSkvDjjz8CANasWYOHDx9CrVbrDdnOTadOnfD7778bBDsADD5UczJq1CicP38eXbt2lf4OixYtQrly5aBQKGBpaYk5c+agatWqiIqKyvU8V65cwT///ANA1wxz4sQJPH78GDVq1ICTk5P0Bd25c2fY2dmhUqVKWLduXa7n++yzz9ChQwfpA3jkyJHYu3cvQkJC8ryejIwMPH36FE+fPpWmJfjss8+wd+9eTJo0Cbt27dJL++w9Cg0NRWZmJpYvX47WrVsjMzMTdnZ2aNWqld5zpKWlSU1Bz/P390dAQADat29vcMyYv0e2O3fuoHLlyjh9+jS6dOkCQNeMlZCQIDWPHThwAHFxcbh37x46dOgg5b106RLWr1+POnXqoGvXrlCr1Th//ny+z/l8sJOVlQV/f39cunQJZ86cgY2NDcqXL48//vgD33zzDfr374+YmBj4+flJTW3PW7JkCQ4dOoQ//vgDkydPRmhoKBISEjB48GAAutevvb097O3tERkZKTVhAroh8vv378cPP/yA/fv3IyUlBSNHjjT6HgK6Jsbjx49j9+7dmDBhAmbNmoVVq1bppfnggw8gk8mwb98++Pn5YdSoUdIUBdu3b8cnn3yCSZMm4bfffkPLli3Rt29faaj8hQsX4OXlJQWk2eRyOdavXw+ZTKb3+Oabbwx+zLVq1QpLly6V7gmga/rMnlog+wdW9r+LFy/GggUL8P777wPQ/TA4evQoduzYodfM/rypU6di48aNmDRpksGx9957z2AKDjMzMxw/fhz169dH37599R7du3dH7dq1odVqc2yKf/DgAQDd5/nixYvh4OCg92jQoAGA3KcOeZUw2HmFPPsBFx0drdc3IyetW7fGDz/8gBo1asDa2hqffvopAOD06dNYtWoVhg0bhqioKCQkJCAtLQ1RUVG4ceMG7t69q3ee1atXo3HjxrCwsMBrr72G4cOHo1GjRlCpVMjIyMDNmzcB6PovZH+JvvXWWzmW6euvv8a1a9f02tI7d+6Mdu3aYfDgwXnOcZGVlYVp06YB0M0P5ObmZtSXU7bGjRtLgWP2r8HHjx9L99HYeTqy+9aMHTsWV69eBQAEBgbio48+Qq1ataRgJifff/+99Ku0SZMm+PDDD2FjY4OkpCSo1Wrp+k+ePInMzEzpV3tOdu7ciQMHDuCrr76S9tWuXRv/+9//8MEHHxjM7fGshQsXwsbGBjY2NujcuTMAwMnJCQ0bNoRCocCcOXOkeXCeD3asra31aofi4uLg7e2t11cpKysLWVlZUkCbk2HDhqFatWrSfU9OTkZGRkaB/h5Tp07FuHHj9IJ1W1tb2NvbS+exsbFBhQoVUKVKFanvRXx8PPr16welUglPT08MGjQIDRo0kH5AaDQavPnmm7C3t4dGo0H9+vVhb2+P3bt36z3/qVOn4Ovri1OnTiEtLQ09evTAt99+i/79+2P16tW4cuUK9u/fj99++w1Lly7FpEmTMHDgQIM5hqpVq4Z33nkH33zzDRo1agRra2u9HzO///679Gvf09NTL2+nTp3w888/o3fv3mjfvj169uwp9ckylkwmw86dO9G5c2d88skneP/996UakWzu7u7YvHkz3njjDaxYsQJqtVrqz+fu7o7du3fjo48+QuvWrTFs2DAkJSVJ74+RI0fizJkz0v1/1ocffgihG2wjPaZMmWKQrk6dOhg/fjxiYmIQHx+PxMREBAUFoXv37khMTES7du0QFhYm1ZCkpKRg2rRpUmBTq1Yt3L59G+3atTM49507d6Sal8DAQL2A6lkdO3bMse+WUqlE5cqVDWp19uzZAyDnPofnz59HjRo18O+//+LatWv4999/AQD379/HiRMnoFAopPuRW43gq4TBzivq6tWrqFGjRr7poqOjMWbMGGzfvh0WFhbQarX4/fffkZGRgV69esHHxwdLly7Fn3/+KTULTZw4Ucp//vx5nDhxQurIOnfuXNy/fx+PHj2CjY0NzM3NpS8+hUIhNd3k9OY+cuQIZs6cidmzZ6Ny5cp6x1auXInQ0FAMGDAg10ng5s6di6dPn6JmzZqoX78+hgwZgh49euRaI/S8rKws+Pj44MCBA9JzxMTESGUp6ORzzs7O0t/Aw8MDlSpVQuPGjXP9orl79y42btyIcePGAQCmTZuGrKwsXL9+Hba2trCwsJACKYVCATMzM1hbW+dY0xESEoLRo0dj3LhxetXqgK45Kjk5Gd26ddObuPBZ/v7+iIuLQ1xcHA4dOqR3bNKkSbh69SoOHDgAAHodK3O7D6dPn4atra30JX7v3j3IZDK4urpK6Z7/go+IiECtWrWkL8zs5j9j/x6pqak4fPiwwfWrVCokJiYiKSkJgG6m7vj4eDx8+FD6hVy+fHl89NFHeq/1Z6Wnp+PIkSNITEyEQqHA33//jcTERPTr108v3e7du9GoUSOcO3cOjRo1QmxsLN5//33s27cPhw4dwocffoghQ4bg6NGjeP/993H8+HH07t07xybojh076nWqN1avXr0QHh6Od999F1WrVsVnn31W4JqAKlWqoFq1atK2r68voqKi9JpPnm3erFixIgBIwbmfnx+USiVGjhypF/g+O3meo6Njjs+9a9cuVKtWTe+RW23m9evXUblyZTg5OcHBwQE+Pj5wd3eHg4MD3Nzc0LBhQzg6OsLBwQE//fSTQf7nm0izO03XrVtXqmXx8/PL9T7lRqFQ4M6dOwY1VNk/Hp7/ewshMGnSJLRp00aq/Xzw4AHkcnmu9+lVx2DnFfPvv/9Cq9UiNDQUTZs2zTNtTEwMOnbsCDs7OyxYsAB169ZF06ZN8emnn0KlUuHJkydSM1aXLl2kNuLsPjAajQbjxo3DkCFDpF/otWvXxuXLl5GcnIx79+7ptStnf8nExcUhKipKb7bho0ePok+fPujUqRNGjRpl8MVXtWpV7NixA7/++ivatm1r0Ofg119/xbx587B69Wrp1+HixYvRpk0bo4OdQ4cOITo6Gt7e3vjkk08gk8kQExMDd3d3DBkyBH379oVGozF6puWcAokmTZrgwYMHOTZlffTRR2jbtq305ezk5IRr167BwsICd+/eRUJCgnTOp0+fIjExEU+ePMGdO3f0vvjDwsLQpUsX1KxZE7NmzTKoASlfvjx+/vlnXL16Fc2aNUNoaKhBWaytrVGhQgVUqFDBoIbQy8sL7dq1w44dOwDovrBy+kWek+wvx+DgYLi5uenle/6+rl27FuXKlUO9evUwd+5cnDt3DpUqVYKFhQXmz5+P+vXr5/n32LlzJzQajd4oMUBXo1mtWjWpebV///7w8PCAh4cHjh8/DkD3S/ujjz7KtX9QcnIypk6diu7du0Or1eLDDz9E9+7dcfLkSb1rXbRoEdasWQNzc3NUqlQJf/31l1QTWrlyZfTt2xcbN26Uml+bNWuGt99+26BPW2ZmJq5evYry5cvnOLN0165dpb9XZGSktF+j0aBt27ZYvHgxGjVqhPXr1+PgwYM5XlNenn9OrVYLmUymV5v8fH+bZ33yyScYMGAA7O3tMXfuXKNn/gZ0TUNRUVF6j9ya4by9vZGSkoKoqChUqFAB69at06sRunnzJipUqIDhw4cbNDflZMqUKZg+fTqmTZuWb1+3vMhkMnh4eBjUUIWFheWYfvPmzQgNDcWKFSukfadOnUKtWrUK1Iz7KmGw8wrZt28f3njjDfzxxx+IjY1Fp06dAORe3e/o6IgKFSqgbt26aNasGVauXIlDhw6hfPnyCA8PR5MmTfSWW9i2bRvat28vfWFlZWXBwsLCYMr8xMRE1KlTB25ubnrtynXq1IGDgwOcnZ3h6emJuLg4ZGRkYOrUqXjrrbdQt25ddOrUCeXKlYNcLsekSZNw69YtyGQyWFhYYMKECdi/fz+uX7+OOnXqSFXAR44cQd++ffHRRx9J/TIAXXPS3r17pV+R2X0KZDJZjkNO161bhz59+qBGjRpS7UXVqlXx6NEjuLq6ws/PT+ponBchBMaOHWvwgZyWlgZvb29UrFhRGnL97HpGmZmZmD9/vl4ea2tr1KtXDx4eHtIvUgB488034eDggAoVKqBatWoICwuDEALffPMNWrRoAVtbW3z88cdwdHSEQqFA7969odFoIJPJYG5ujhYtWuDo0aNISUlB06ZN8e233+Z5Tc/77rvvpA6oT58+1ZsaIC8VKlRA+fLlsW3bNun1aWVlhTfeeEPv161arcbWrVsxZcoUuLi44Msvv0RgYCA6duyIbdu2oXfv3vDy8sr176HVavH111+jb9++BgFLdi1M9hfuoUOHkJycDLVanWNzwPbt2yGTyaTXeVpaGhITE7Fu3TocOnRI6ldy6NAhvSaQPXv2wNbWFubm5ga/6NesWYNff/1VChiePWZubo6hQ4fqlWHKlClYvXo1NmzYYFALoFarERgYiMePH+PMmTOws7OTalPDw8Px119/ISAgANOmTUOXLl0MmqGNcf/+fak5GgD++usvVK9eXS/YyWuKi/Xr12Py5Mn4+uuv8c477yAhIcHo586tz05O5HI5rK2t4eHhgZ9//hmTJk2SAsnIyEi8+eab8PX1xerVq4167kWLFuHSpUv4/PPP9a71WYW9RMfjx4/h7++PiRMn4rXXXgOge80FBASgT58+OeZhnx0GO6+E7Bf6smXLsGjRIvzwww94++23perO5/u5ZP+qUCqVOHv2LHbu3InRo0fj6dOnWLp0KZKSktC/f3+89tpreh313njjDUREREiBglKpxLFjx1C1alW987u7u0v9K4QQ0i/N6OhoCCGg1WqRlpaGSpUqSWsU+fn54Y8//sDQoUNx69Yt3L9/H7NmzYK7uztiYmJw584d/PHHH+jSpQsuXryIPn36SP1rAN28FEuWLMn1HgkhsGbNGiQkJCAhIQFTp07V+7UaFhaGI0eOYOrUqQB0v4iXL1+O3r17Y9q0aejVq5fU1yivkWQajQbr1q3DTz/9hClTpuDKlSsAdB2Y69WrB4VCgb59+2LTpk0AdL/Isztr//TTT2jSpInBOVUqFdRqtfR3A3T9qrLvpVqthq+vL54+fYpff/0VNWrUwJkzZ9CnTx/pXmZ/YcTExODu3bu4fv06GjdujLCwMPTr10+aXyhbYmKi9Cv6+fW/AF0NXnafkYSEBKODnT/++ANmZmY4cuQIxowZg8GDB+PEiRM4duyYXvX86tWrIZfLMXz4cAC6L6qff/4ZrVu3xvjx46VA8quvvsqxs/uPP/6Ia9eu4X//+59R5QJ0f7u0tDSD9c2y+9DMnTsXmZmZCA0NRfny5XPtXJ3tnXfewdOnT6X3wbOPUaNGoVu3bgb7tVotMjIypNdHtpkzZyIyMlJ6zYv/X29Jo9HAy8tL6pP01VdfoVmzZmjbti0A3Q+a7P42p0+fxsyZM6WmuYKM4FEoFBgwYAB+++03fPXVV9i1a5fBSKS8VKhQAb/99hv+/PNPrFu3Dm+88UauZXi+FsnYPjvP8/Pzw969ezF69GgMHjwYvr6+aNKkCfbt25fvvFxarRZCCJQvXx61a9fOM22fPn1ybe58Vm7NWM8bM2YMzM3N8eWXX0plGTNmDJKTk3N9nrVr18Lb2zvPzyZTx0kFXwHZfUCy3yT79u3DX3/9JR2vXLkyFixYIG1nZGQgIyMD165dw88//4yTJ0/i9OnTcHNzQ9euXfH222/Dw8MDW7duhVwuR0ZGhtS/Yvny5Rg+fDh69+6NRo0aSUOnNRqNVIMkl8tRvnz5XMsrk8mkqlhXV1ccPnwYFStWlPZlN5tYWVlBCGHQidXLy0tvEcU333wTnTp1kvqzaDQagy8stVoNa2traUIyS0tLqUZACIGJEyeiRYsWUrAREBCAyMhITJ48GXK5HI0aNcInn3yiNwT++efIyMjAuXPnYGNjg2PHjmHcuHE4ceIEWrRogc6dO6Njx44AdM1VdevWxVdffYVLly5JTVPP3kvgvxq5vIZaZ9d6ZafbvXu3Xrt+9erVAUBq/nB2dtb7hVqxYkXpl282rVaLb7/91qC2R6vV5vjr9urVq1LtHaALlK5du4bz589LNVHZNmzYgI8++ghLlixB48aN8eGHH2Lw4MH4448/sHLlSlhaWiI2Nhbz5s3DqFGjpC/xzz//HDVq1MDIkSNRtWpV9OjRAz169ED//v1z/FtERESgYcOGeiPAsr9En+/A+/yIr6CgIGkiyWfPW7t2bVhZWWHt2rXo1auXNFT++XuUzdzcPMc0ecmu2cnOl/1DJftHR0ZGBvz9/XHv3j0sW7YMx48fx9ChQ3H79m2kp6dj0qRJ0Gg0CAsLg0ajgZubG9auXYu5c+di8+bNaNKkCVavXo3hw4fjzJkzOXbGzUmtWrXQo0cPvPfee1AoFPjss88watQoo69r8+bNGD9+PDp37gwPDw8sWrQIkydPxpkzZ6T3Rfb1qdVqPHr0CPHx8dLkk8/WKgG611hycjKuXr0KW1tbVKlSxeA5Y2Njce/ePVSuXBl79uxBVlYWatSogfDwcPj4+ORZE/XskPVs2cH9kSNHUK9ePQDAw4cPcebMGbz++ut6abOysvSCNiEEPDw8DJqvb9++LdXeALrXW61atdCvXz/Y2NggIiICEydOxKlTp7B//35UqFABgK7WWqPR4PDhw3Bzc0NgYCAsLS1f7Sauwpuyh0qr8PBw0a5dO5GWliY2b94sJk+enGd6uVwuzp07J7Zt2yZsbW3FuHHjxN9//y2EEOLLL78UPj4+IikpSVy7dk0MHz5cuLm5idGjRwshdJOqtWzZUqxatUrvnDt27JCWUXhe9sRXOU3Lnpf58+cLFxeXAuURQjfZ3w8//KC378KFC9LEcELoJpTLnvwwOjpauLu7iy1btgghdAtxKpVK8emnn0rp169fL6ysrMSDBw/ExYsXxYABA4RcLhc///yz3vNMnDhRWkbg77//Frdv386xjJMnTxYAhKWlpcEkjEFBQQJArgtt4gUmEdu+fbuAkYsYtmrVKsdJBdPS0qR9a9euFRMmTBBt27YVAMT58+elY0lJScLW1lZvosvHjx+Lli1bCgcHB7Fr1y6953v06JFo1KiR6N69uxBCSEtyZC8FsGzZMgFA/Prrr1KeDz74QFr7bfv27aJDhw4Czy2empCQoPc82esdBQcHi5iYGIPHvXv3xK1bt/Suc86cOeLDDz+Utn/88Udhbm4uvV+E0E10GBkZKTZu3CgqVaqU4wKkzxsxYoR488038003ZswYvcntjhw5Ijw9PaWlJo4ePSomTpwo2rdvL7y8vIS9vb0wNzcXMplMxMXF5Xt+Y8ycOdNg6YSismHDBqFUKsXy5cuFlZWVsLGxMZgwMftha2srrK2tpeVITp8+LRYtWiQGDx4s6tSpI2QymWjYsKH47rvvRFpamti3b59o166dkMlkQqlUirp164q33nrL4LNCCCH69+8v+vbtq7dPpVKJWrVqGSwx4uHhIS1Am23p0qWifv360vbPP/+st+aZELrJUGfNmiWUSmWO9+L333+Xzn/y5Em9Y8nJyaJNmzbCxcVFlC9fXrz++ut663i9ihjsUK5SU1MNZkZOSUmRZu3NysoSPXr0EFOnTtWbyTenVb137twpnJ2dc3ye7GDn+Q+E/MyePVs4OjoWKM+LSkhIkAKB0NBQMWLECL21t7RarbQAamJiovDz8xMLFizIdYXz/Gg0GrFy5cocVys+d+6csLOzy3H2ZCF0wc7Ro0cL9HybN28WAPRW1M7N0qVL9cr14MEDsXLlSr37sW7dOuHi4iJ69OghDh8+bFQZzpw5o7dS+bNUKpVeMPxsup9++knMnj1bL31sbKy4f/++EEL3pdCtWzeDIOp52avJv8xMv/fu3TNYd+3atWsiIyNDLFq0SIwcOTLXv9uzBg0aJNq3b59vupEjRxrM5GvM37AwFWew8zIuXrwo3NzcRN++fcWqVavEzZs3c0z34MEDsWnTJvG///1PtG7dWm99LWOkp6eLtLQ0aUX7nCxevFj4+vpK2zt27DAIdjIzM8Vrr71mMIvzs3bv3q0XfFPuZELk0HWfiIiIyESwgzIRERGZNAY7REREZNIY7BAREZFJY7BDREREJo3z7EA3Z8KDBw9gY2OT45ozREREVPqI/59As3LlyrnOYg0w2AGgW0DNzc2tpItBRERELyA6Otpgtv5nMdjBfzPQRkdHGz2tPREREZUslUoFNze3PGeSBxjsAIDUdGVra8tgh4iIqIzJrwsKOygTERGRSWOwQ0RERCaNwQ4RERGZNPbZISKiV55Wq0VGRkZJF4OeY25uDoVC8dLnYbBDRESvtIyMDERGRkKr1ZZ0USgH9vb2cHFxeal58BjsEBHRK0sIgZiYGCgUCri5ueU5MR0VLyEEUlNTERsbCwBwdXV94XMx2CEioldWVlYWUlNTUblyZVhbW5d0ceg5VlZWAIDY2Fg4Ozu/cJMWQ1giInplaTQaAICFhUUJl4Rykx2EZmZmvvA5GOwQEdErj+sill6F8bdhM1YR0mgFgiPjEZucDmcbSzT1dIRCzjcUERFRcSrRmp3Hjx/D09MTUVFRRqU/deoUateujQoVKmDp0qV6x/bs2QMPDw9UrlwZO3bsKILSFkxgeAxaLz6OAevO4+OdlzBg3Xm0XnwcgeExJV00IiIyEVlZWYV2LiFEgfOkp6dL/4+Pjy+0shS2Egt2Hj9+jO7duxsd6MTFxaFnz54YMGAAgoKCsH37dpw4cQIAEB4ejoEDB2L69Ok4evQoZsyYgevXrxdh6fMWGB6DMdtCEZOUrrf/YVI6xmwLxeG/HyDo1hP8cuk+gm49gUZb8BcYERGVHhqtKPbP9bNnz6Jly5aIi4uT9qWmphqkS0tLw507d6TtY8eOITAw0CBd27ZtERQUlOvzLV++HO+++660HRwcDD8/PwBAUlISPDw8EB4enm+5zczMcOPGjXzTFaYSC3b69++P999/3+j027dvR+XKlTF9+nTUrFkTM2bMwPr16wEAAQEBaN++PUaMGIF69eph/Pjx2Lp1a1EVPU8arcDsgxHI6WUu/v8xfkcYa3yIiExESdXkt2rVCp07d0a7du3w+PFjALrv1h07dkAIgYCAAAC6CoGhQ4dK+RYvXoxr164BANRqNYQQiIyMxNWrV9GwYUMAuhqj5ydZVCqV0ugoAPD19YVGo8HNmzexadMmtG/fHnXr1tXLk90B/FmWlpYGHcKFEEU6z1GJBTvr1q3DhAkTjE5/+fJltG/fXuqo1LRpU4SEhEjHOnToIKV99lhO1Go1VCqV3qOwBEfGG9ToPO/5gD+7xocBDxFR2ZJfTX5Rf67PmzcPb731Fv79918AuqHalpaWkMlkGD16NAD9WYj/+ecfJCQk4KOPPkJsbCxq1KgBDw8PNGjQABqNBq+//jqqVasGT09PTJkyBYBu0sXs5iq5XA61Wo2QkBB88MEHaNKkCZYsWYIlS5YgOTkZw4cPx/fffw8AiIqKglKphI2NDezt7WFvbw8LCwukpKSgRo0a0j5bW1tYWlpi3759RXafSqyDsqenZ4HSq1QqeHt7S9u2trZ48OCBdOzZ8z17LCcLFy7E7NmzC1hi48Qm5x3o5EQAkAGYfTACnbxd2ImZiKiECCGQlmlYG5ETjVZg5oF/cq3JlwGYdSACrWpUMOpz3cpcYfTIo+TkZCQkJMDCwgIzZsyAjY0NAF3tS/Y5zMwMv+LnzZuH5cuXIzU1Fd7e3jhx4gTq1q2LevXqYefOnQY1MwDw3Xff4euvv0ZSUhJkMhkCAwMRGBiIgQMHwtzcHIcOHYK3tzf8/f2h1Wrh5OQEAKhWrZpen6K7d++iXr16kMlksLOzw/Hjx3N8vqJQZkZjmZmZQalUStuWlpZS22Rex3Iybdo0TJ48WdpWqVRwc3MrlHI621i+UD4BICYpHcGR8Wjh5VQoZSEiooJJy9TAe8bRQjmXAPBQlY56s34zKn3EnC6wtjDua/nUqVOYMmUKEhIS8P7772P58uUA8u6wvHfvXoSFheHy5ctYunQpunXrhtGjRyMmJgaxsbEYNGgQkpOTcevWLb18kyZNwqRJk1CrVi20aNECmzZtAgD4+PgAAG7evInExER07NgxzzJv2LABAwcOxJYtW/DOO+9gx44dmD9/vlHX+7LKzDw7jo6Oep2wkpOTpTa/vI7lRKlUwtbWVu9RWJp6OsLVzhIvWjfzIjVDRET0aunevTuuX7+OsWPHwtzcXNqflpaWY40OANjZ2cHPzw9RUVH4448/sHjxYpw9exbt27fH6tWrcf78eanvz/OCg4Nx48YNXLp0SaosqFy5Mtzc3PDFF19II6KdnZ1x4MABg/wqlQpr1qzBRx99BAB4//33sWnTpkLtRpKXMlOz4+vrix9//FHaDgsLQ5UqVaRjQUFB+PDDDw2OFTeFXIaZPbwxZlsoZECO1Zt5iXqce40UEREVLStzBSLmdDEqbXBkPIZuvJBvuk3DfNHU09Go534Rzy6hEBsbKzVpPa9jx47o2LEjBg8ejLlz58LFxQXXrl3D0aNH8d133wH4bwK/zMxMyGQyKXBasmQJWrduDRcXF+zZswctWrTA7du3oVQqsWbNGpw/fx6bNm1CVlZWjk1x8+bNw5tvvonatWsDANzc3NC3b198+eWXWLFixQtdd0GUupodlUqV45TQPXv2xNmzZ3Hs2DFkZmbiq6++QpcuuhfkO++8g507d+LKlSt4+vQpVqxYIR0rCV3rumL1oEZwsdNv0jKmK87yYzfYUZmIqITIZDJYW5gZ9fCrWTHPmnwZAFc7S/jVrGjU+QpjpuCrV6/Cy8sr1+MHDhzAnTt3MH78eKSmpuLgwYN4+vQpXn/9ddSqVQsqlQrVqlWDm5sb1qxZAwA4dOgQQkJC0L9/f5QrVw5bt26Fr6+v1BH6WWZmZgbrVx0/fhxbt241aLKaMWMGfvnlF2zcuPGlrzs/pa5mp379+li+fDnefvttvf0VKlTAsmXL8NZbb6F8+fKwt7eX2g0bNGiAjz/+GE2aNIGlpSVq1qyJsWPHFn/hn9G1ris6ebvozaCckJKBsT+G5puXHZWJiEq/vGrysz+9Z/bwLpbP8j179uD1119HuXLlULVq1RzTREdHY+DAgXjttdfw2muvQSaTISIiAuPHj0dKSgrKly8PFxcX3L59G/fv35f6sp44cQLffPMNHj58CEA3H0+vXr1w7tw5lCtXDsnJyVCr1Th58iS0Wi2ysrKkQULh4eHo378/Nm7cCEdH/dotW1tb7Nq1C507d4ZKpcLHH39cZPenxIOd52dszGuSwdGjR6NLly64du0a/Pz8UL58eenY/PnzMXDgQNy/fx9t27YtFYu6KeQyg87Gk2JrYtmxf3PNw47KRERlR3ZN/uyDEXrDz13sLDGzhze61nUt0ucXQmDv3r04ffo0WrRogd69e0vHnu+s7Obmhq+++gre3t5o3LgxAF1N1pQpU/D48WNs2bIFAPD7779j3LhxCAsLg42NDRYuXAgLCwv88MMP0rl27twJuVwOpVKJH374QWrGEkJIrTMHDx7EoEGD8M033+Du3btwcnKCpaUlUlJS0KhRI2RlZeG9997Db7/9hl69eiEjIwP+/v5Fcp9KPNgpKE9Pz1yHrXt7e+sNTy+NqlUoZ1Q6dlQmIiobcqrJL661ECMjI6FSqbBu3Tq8/fbbuHBB14dIo9GgXbt2AHT9bzQaDYQQ8PPzw6lTp7B48WKps/Eff/yB06dPS5UPXbp0QdOmTTFx4kSsX79eqjzIysqSAplnJxcE/qu4kMlkUvoGDRpg3bp16NevHwBgzJgxAHSDhC5cuKDX3Hbx4kVUqlSpKG4RgDIY7JR1Fcop809UgHRERFTycqrJLw4ymQybN2/G3bt3MX78eNSsWVNXHoUCx44dA6CbSDcjIwNbtmzB+PHjMXDgQHz++efIysrC0KFDcerUKVy9ehUHDx6UmpqWLVsGX19fxMbGwtnZWe/5cqJWqw32ubu7w93dXW+fEAIZGRkGszMX1vQvuZGJF1n5y8SoVCrY2dkhKSmpUIeh5+TszccYGPBXvum2Dm8Kv9cqFmlZiIhedenp6YiMjISnpycsLV9snrSyIiUlBVqtVhqtpdVqce/ePbi7uyMoKAg//vgjBg4ciObNmwPQzZxcGrqE5PU3Mvb7mzU7xezxU8PoNycf7QjDonfqFXl7LxERvRrKldPvRiGXy6WalxYtWqBFixZ6x0tDoFNYSt3Qc1Nn7AzLiWmZXC+LiIioEDDYKWYFmWFZQDcMXfP8yqFERERkNAY7xSx7XgZjZQ9DJyIiohfDYKcEZM/LYG9lnn9iAL9HPCziEhEREZkuBjslpGtdV3w3sJFRaX+59IBNWUREJElJSTEq3ePHjxESEpJvOq1WW+AypKf/Nx9cfHzpboHgaKwS1Ly6ExzLmSM+xXAtsGc9ScngjMpERKWZVgPcOQc8fQSUrwR4tATkL7awpzH69OmDqlWr4rvvvsP69euRkJAgHXN3d8fgwYMBAGfPnsXXX3+NM2fO4O+//4arqysqVjSc1mT06NHw8PBAlSpV8OTJE0yZMkXv+PLly3H27Fn89NNPAHSroI8bNw4XLlxAUlISPDw8EBQUhLp16+ZZbjMzM0REROC111572VtQIKzZKUEKuQy9fYxbnZ0zKhMRlVIRB4DldYHN3YG9H+r+XV5Xt7+IbNmyBTdv3sT+/fvx/fffQ6lUwsXFBUlJSdi2bRtu3ryJDRs2QKlUSiuX79ixA127dkVqaqrB+SwsLJCZmYm2bdti4cKFOHTokN5xpVKpN2uyr68vNBoNbt68iU2bNqF9+/YGgY5GozF4HktLS4Mh7UKIF6pZKggGOyWso7eLUemMHbJORETFKOIAsHswoHqgv18Vo9tfRAFPpUqVcPz4cfTv3x/m5ubo27cvrKys8MYbb0Aul+Pu3bvYvn27Xp4FCxagevXqOHLkCNLT0/UCjOzJ+jw9PXHgwAG0adMGgG5iwezmKrlcDrVajZCQEHzwwQdo0qQJlixZgiVLliA5ORnDhw/H999/D0C3zqVSqYSNjQ3s7e1hb28PCwsLpKSkoEaNGtI+W1tbWFpaYt++fUVyn7KxGauEZQ9Ff5iUjtx65bja6dZZISKiIiYEkGlY85EjrQY48imQ46e3ACADAqcC1dsZ16Rlbg3kshzDs+Lj4zF79mwsXLgQ1tbWAHSByKBBg/Dzzz9L288v7SCTybBr1y4IIVCpUiVYWVlBodCVS6VSISsrC5s2bYJWq0WvXr2wcuVKfPfdd/j666+RlJQEmUyGwMBABAYGYuDAgTA3N8ehQ4fg7e0Nf39/aLVaODnpultUq1ZNbyHSu3fvol69epDJZLCzs8Px48fzbfIqTAx2Slj2UPQx20JzTdOzgWuxLChHRPTKy0wFFlQupJMJXY3PIiPXffr8AWCR/2LR5ubmuHXrFtq3b4/ffvsNgG4tLIVCkeuSCfv27cP27duRkJCALVu24PHjx3rH165di/Pnz2PDhg16+ydNmoRJkyahVq1aaNGiBTZt2gQA8PHxAQDcvHkTiYmJ6NixY55l3rBhAwYOHIgtW7bgnXfewY4dOzB//vx8r7WwsBmrFOha1xX/a5PzSu4AsPbPSM6kTEREAAAbGxvs378fvXv3Rvny5QHo+r2Ym5tLNTXP6927N/bs2YNbt25Bo9Hgzz//hLW1Nezs7GBlZQW5XI7o6Ogc8wYHB+PGjRvSKukAULlyZbi5ueGLL77Anj174OHhAWdnZxw4YNhsp1KpsGbNGnz00UcAgPfffx+bNm2CSqUqjNthFNbslAIarcCBy7kHM9kzKXfydmENDxFRUTK31tWwGOPOOWB73/zTDdyjG51lzHMbyczMDAMGDIBGo4FGo0FcXJzUhJRTx+BnWVhYoHXr1khKSoKVlRVSU1Nx9+5dTJ8+Pcf0S5YsQevWreHi4oI9e/agRYsWuH37NpRKJdasWYPz589j06ZNyMrKynFV9Hnz5uHNN99E7dq1AehWOO/bty++/PJLrFixwuhrfhkMdkqB4Mh4xCTlPdoqeyZlDj8nIipCMplRTUkAAK8OgG1lXWfkHPvtyHTHvToUyTD0yZMno169ekhLS0NERAQqV9Y1v2V3Ps4r6JHL5ZDLdY07FhYWqFGjBrKysnDjxg29YeGHDh1CSEgIJk+ejAsXLmDr1q3w8PDIcYX47FFfzzp+/Di2bt2K0FD9rhozZsxAo0aN0LBhQwwbNuyFrr8g2IxVCjxMSivUdEREVAzkCqDr4v/feL5G4/+3uy4qkkDn7t27CAwMxIgRIxAUFITQ0FC0atUKzs7O+O2335CVlYWMjIwc88bFxUnNUc9q1aoVjh07BuC/2qETJ07gm2++kZrH2rZti48//hgVK1ZEtWrVpGasatWqwd3dXQq4ACA8PBz9+/dHQEAAHB31B9nY2tpi165d+Pjjj/Htt98Wyj3JC4OdUiA+JecX5IumIyKiYuLdE+i3BbB11d9vW1m337tnkTztnDlzMGzYMFStWhVmZmbYuHEjfHx80Lp1a4SHh6Nz5844e/asQT6tVouuXbtCq9Xizp07EEJgyJAh2Lx5M4YOHYrNmzcjOTkZ3bp1Q1paGhYuXIi3335b7xw7d+7EvXv3EBUVhfnz56Nv376IiorCnTt3EBUVBQA4ePAgWrVqhQULFuDu3btwcnJChQoVkJKSgkaNGsHJyQnr16/Hb7/9hgULFuDrr78ukvuUjc1YpYBjeaVR6e4lsmaHiKjU8e4JvN6t2GZQPn78OLZs2YIbN24AAKZMmYLWrVtjyJAhyMjIQP/+/XHp0iVYWloiJiZG6kdz9+5dPHjwAAsWLIBCoUD9+vUxaNAgdO3aFV26dIGdnR0mTpyISZMm4dy5c1AqlVJTV1ZWFjIzdbP9Pzu5IKDrHA3ohrZnTxjYoEEDrFu3Dv369QMAjBkzBoBucsILFy7Ay8tLyn/x4kVUqlSpSO5VNgY7pYCLrXETBh649ABfdvNmJ2UiotJGrgA8/YrlqRo2bIhly5ahWrVqCAoKwu+//45z584BAEaMGIHr168jNTUV27Ztw4QJEzB37lwAuo7BBw4cwFtvvYW0tDSMGzfOoO/N+vXr0b17dwwePFgKdLLl1PkYANRqtcE+d3d3uLu76+0TQiAjI8Ogec3Nzcih+S9BJrJDsleYSqWCnZ0dkpKScp2joChptAK+83/Pd40sANgxsjk7KRMRFZL09HRERkbC09Mzx063ZUF6enqOZU9PT0dWVpY0PN1YKpUKNjY2uQY3xS2vv5Gx39/ss1MKcI0sIiJ6UbkFaZaWlgUOdABd5+HSEugUFgY7pQTXyCIiIioaDHZKiaaejrC3Ns8zjb21OdfIIiIqAuzRUXoVxt+GwU4ZkpmlzT8REREZLXv+mNzmpKGSl5qqW5jV3DzvCoG8cDRWKREcGY/E1Lw7KKdkaLDq+E183LFmMZWKiMi0mZmZwdraGnFxcTA3NzcYgUQlRwiB1NRUxMbGwt7ePtd1v4zBYKeUMLbj8cZzkRjfoQaHnxMRFQKZTAZXV1dERkbizp07JV0cyoG9vT1cXIzr15obBjulhLEdjxNTM7lGFhFRIbKwsEDNmjXZlFUK5bWSe0Ew2Cklmno6wt7KHIlp+c+1w+HnRESFSy6Xl9l5dih/bJwsJRRyGYa1qmZUWg4/JyIiMh6DnVJkfIeasLbIu7qOw8+JiIgKhsFOKWNhlvefhN2SiYiICobBTilizPDzhP/voExERETGYbBTihjb8ZgdlImIiIzHYKcUMbbjMTsoExERGY/BTinS1NMRrnaWufbLkQFwtbNkB2UiIqICYLBTiijkMszs4Y3cljwTAGb28ObsyURERAXAYKeU2Rt676WOExERkT4GO6VIWoYGv0fE5pnm94hYpGVoiqlEREREZR+DnVJkweEIo9KN3naxiEtCRERkOhjslCJRT1KNSnf+djw02tx69hAREdGzGOyUItWcrI1Kp87ScmJBIiIiIzHYKUU+f8vb6LScWJCIiMg4DHZKESsLBRp72BuVlhMLEhERGYfBTimze1RLKPNZDBQAElIyiqE0REREZR+DnVJGIZdhWb8G+aab+2sEOykTEREZgcFOKeRQTplvmpikdHZSJiIiMkKJBTvh4eHw9fWFg4MD/P39IUTetRSZmZnw9/eHu7s7XF1dMWPGDGRlZUnH69evD5lMJj1GjBhR1JdQZLj6ORERUeEpkWBHrVajR48eaNy4MS5evIiIiAhs2rQpzzyzZ8/GkSNHEBgYiMOHD2P79u2YPXs2ACA1NRW3bt1CbGwsEhISkJCQgJUrVxbDlRQNrn5ORERUeEok2Dly5AiSkpKwdOlSeHl5YcGCBVi/fn2eebZs2YLZs2fD29sbDRs2xJQpU/DLL78AAMLCwlC/fn1UrFgR9vb2sLe3h5WVVXFcSpHIb/VzAHCx5ernRERExiiRYOfy5cto3rw5rK11k+jVr18fERF5L5Xw+PFjuLu7S9sKhQIKhQIAEBwcjHv37knBzpgxY6BWq3M9l1qthkql0nuUJtmrnwPINeCZ9tbrXP2ciIjICCUS7KhUKnh6ekrbMpkMCoUCCQkJueZp1KiRVJOj0WiwdetWdOrUCQBw/fp1tG7dGmfOnMHRo0fx+++/Y9myZbmea+HChbCzs5Mebm5uhXRlhadrXVesHtQILnY5N1V18q5UzCUiIiIqm2Qiv57BRWDq1KnIzMzE0qVLpX1ubm44f/48qlSpkmOey5cvo3v37qhduzZu3bqFu3fv4saNG3pBU7YtW7ZgxYoVuHgx5wUz1Wq1Xs2PSqWCm5sbkpKSYGtr+5JXV7g0WoHgyHjEJqfDzsocQzdeAABEzOkCawuzEi4dERFRyVGpVLCzs8v3+7tEvi0dHR0RHh6uty85ORkWFha55mnQoAGioqJw7do1fPDBBxg2bFiOgQ4AODs74/79+7meS6lUQqnMf3h3aaCQy9DCywkAkJqRlU9qIiIiel6JNGP5+voiKChI2o6MjIRarYajY94dbhUKBVJTU3H9+nXMmjVL2t+iRQtER0dL20FBQfDw8Cj0chMREVHZUyLBTps2baBSqbBx40YAwIIFC9CxY0coFAokJiZCo9HkmnfGjBmYMmUKKleuLO2rU6cORo0ahb/++gubN2/GN998gzFjxhT5dRAREVHpVyLNWGZmZggICMCAAQPg7+8PuVyOkydPAgAcHBwQFhYGHx8fg3ynTp3CpUuX8NNPP+ntX7JkCYYNG4b27dvD2dkZX3/9NYYMGVIMV0JERESlXYn1cO3Zsydu3bqFkJAQNG/eHE5Oun4pefWXbtu2LWJiYgz229vbY9++fUVWViIiIiq7SnQ4j4uLC7p161aSRSAiIiITx4VAiYiIyKQx2CEiIiKTxmCHiIiITBqDHSIiIjJpDHaIiIjIpDHYISIiIpPGYIeIiIhMGoOdMkSj/W/CxeDIeL1tIiIiyhmDnTIiMDwGHZeekraHbryA1ouPIzDccEZpIiIi+g+DnTIgMDwGY7aF4pFKrbf/YVI6xmwLZcBDRESUBwY7pZxGKzD7YARyarDK3jf7YASbtIiIiHLBYKeUC46MR0xSeq7HBYCYpHQER8YXX6GIiIjKEAY7pVxscu6BzrMeJqUVcUmIiIjKJgY7pZyzjaVR6eb+epV9d4iIiHLAYKeUa+rpCFc7S8jySZeQksHOykRERDlgsFPKKeQyzOzhnW86dlYmIiLKGYOdMqBrXVesHtQIjuXM80zHzspERESGGOyUEV3rumJ69zpGpTW2UzMREdGrgMFOGeJia1xnZWM7NRMREb0KGOyUIdmdlfOTkJJRDKUhIiIqGxjslCEKuQzTu9XON93cX9lJmYiIKBuDnTLGoZwy3zTspExERPQfBjtljLGdj9lJmYiISIfBThljbOdjdlImIiLSYbBTxuQ3o7IMgKudJZp6OhZnsYiIiEotBjtlzLMzKj8f8GRvz+zhDYU8vwUmiIiIXg0Mdsqg7BmVXZ4bhm5vbY7v3m+IrnVdS6hkREREpQ+DnTKqa11XTO/mDQfr/5aQSEjN5OrnREREz2GwU0YFhsdg3I+hSEjN1Nv/MCmdq58TERE9g8FOGaTRCsw+GIGcpg3M3jfrQASyNNriLBYREVGpxGCnDAqOjEdMUu7z6AgAD1XpeGvFaQjBmZSJiOjVxmCnDDJ2wsAbj54iLVNTxKUhIiIq3RjslEGcMJCIiMh4DHbKIGMmFiQiIiIdBjtlkDETCxIREZEOg50yKreJBV3sLLG8v0/JFIqIiKgUMivpAtCL61rXFZ28XRAcGY/Y5HQ42+jWxFJnsVMyERFRNgY7ZZxCLkMLL6eSLgYREVGpxWYsIiIiMmkMdoiIiMikMdghIiIik8Zgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CEiIiKTxmCHiIiITBqDHSIiIjJpJRbshIeHw9fXFw4ODvD394cQIs/0mZmZ8Pf3h7u7O1xdXTFjxgxkZWVJx/fs2QMPDw9UrlwZO3bsKOriExERURlRIsGOWq1Gjx490LhxY1y8eBERERHYtGlTnnlmz56NI0eOIDAwEIcPH8b27dsxe/ZsALrAaeDAgZg+fTqOHj2KGTNm4Pr168VwJURERFTalUiwc+TIESQlJWHp0qXw8vLCggULsH79+jzzbNmyBbNnz4a3tzcaNmyIKVOm4JdffgEABAQEoH379hgxYgTq1auH8ePHY+vWrcVxKURERFTKlUiwc/nyZTRv3hzW1tYAgPr16yMiIiLPPI8fP4a7u7u0rVAooFAopPN16NBBOta0aVOEhITkei61Wg2VSqX3ICIiItNUIsGOSqWCp6entC2TyaBQKJCQkJBrnkaNGkk1ORqNBlu3bkWnTp1yPJ+trS0ePHiQ67kWLlwIOzs76eHm5vayl0RERESlVIkEO2ZmZlAqlXr7LC0tkZqammue7777Dps3b0bnzp3x2muv4a+//sKYMWNyPF9+55o2bRqSkpKkR3R09EteEREREZVWZiXxpI6OjggPD9fbl5ycDAsLi1zzNGjQAFFRUbh27Ro++OADDBs2TKrNcXR0RFxcnNHnUiqVBsEWERERmaYSqdnx9fVFUFCQtB0ZGQm1Wg1HR8c88ykUCqSmpuL69euYNWtWrucLCwtDlSpVCr3cREREVPaUSLDTpk0bqFQqbNy4EQCwYMECdOzYEQqFAomJidBoNLnmnTFjBqZMmYLKlStL+9555x3s3LkTV65cwdOnT7FixQp06dKlyK+DiIiISr8SacYyMzNDQEAABgwYAH9/f8jlcpw8eRIA4ODggLCwMPj4+BjkO3XqFC5duoSffvpJb3+DBg3w8ccfo0mTJrC0tETNmjUxduzYYrgSIiIiKu1kIr+pi4vQw4cPERISgubNm8PJyemlzxcREYH79++jbdu2efbZeZ5KpYKdnR2SkpJga2v70uUoaakZWfCecRQAEDGnC6wtSiSmJSIiKlLGfn+X6Legi4sLunXrVmjn8/b2hre3d6Gdr6zSaP+LX4Mj4+FXsyIUclkJloiIiKjkcCFQExMYHoOOS09J20M3XkDrxccRGB5TgqUiIiIqOQx2TEhgeAzGbAvFI5Vab//DpHSM2RbKgIeIiF5JDHZMhEYrMPtgBHLqgJW9b/bBCL0mLiIiolcBgx0TERwZj5ik9FyPCwAxSekIjowvvkIRERGVAgx2TERscu6BzoukIyIiMhUMdkyEs41loaYjIiIyFQx2TERTT0e42lkitwHmMgCudpZo6pn3khxERESmhsGOiVDIZZjZQzfH0PMBT/b2zB7enG+HiIheOQx2TEjXuq5YPagRXOz0m6oq2Vpi9aBG6FrXtYRKRkREVHK4joCJ6VrXFZ28XXD63zgM3XgBAPD75DawsTQv4ZIRERGVjALV7KSlpRnsy8jIAACo1WqMGzeucEpFL0Uhl+n1zWHTFRERvcoKFOy4u7vj0aNHmDZtmrTvgw8+wN69eyGXy3HmzJlCLyARERHRyyhQM5aTkxPS0tJw4MAB2NnZoV69evj333/RvXt3mJubQy5nFyAiIiIqXQoUndja2qJatWo4ceIE4uPj4eHhgcWLF+PUqVP5Z6Zi9fzK51wmgoiIXlUvVBVz7NgxzJs3DyqVCgMHDsShQ4cKu1z0ErjyORER0X+MDnYyMzOh1Wqh1WqxZs0aDB8+HFlZWfDz88PYsWMBADIZO8KWNK58TkREpM+oYOfff/+Fi4sL4uPj8ccff+CPP/6AWq3Gnj170LFjR7Rv3x7u7u6IiIiAu7s7KlWqVNTlphwYs/L5rAMRSE7PRGpGlvQQgk1cRERkumTCiG86tVqN48ePw9/fH5mZmWjWrBkcHR1x//59JCYmws/PDz179kT//v2xa9cuqNVqNG3atDjKXyhUKhXs7OyQlJQEW1vbki7OCwu69QQD1p0vcL4mHg74aXQL1swREVGZYuz3t1E1O0qlEm+++Sasra3x999/o2bNmlizZg0GDRoEIQTi4uLg4+MDKysrNGjQoEwFOqbkRVc0v3gnAWmZmkIuDRERUelQ4BmUlUolpk2bhipVqqBOnTr43//+h+rVqxdF2aiAjF3RfNMwXzT1dERqhgZN5h0r4lIRERGVrAKNxnr69CkAYNiwYQgJCUFmZiamT5+O1157DQA7KJc0Y1c+96tZEdYWZrC2UBRn8YiIiEpEgYKduLg4xMTEIDo6Gl9//TVq166N7t27o1+/fsjMzIRarc7/JFRkuPI5ERGRoQI1Y4WGhsLV1RUnT56U9k2dOhVPnjxBVlYWPDw8Crt8VEDZK5/PPhiBmKT/+vC42FliZg9vrnxORESvHKNGY5k6UxmN9SyNViA4Mh6xyelwtrFEU09Hgxqd5PRM1Jv1GwBgdNvq8KtZEc2rO7Hmh4iIygRjv79fKNj54YcfEBsbCzOznCuGatasiXfffbegpy0xphjs5CcwPAZT9/6NpLQsvf321uZY1Kcea4CIiKjUK9Sh59nS0tIAAOvXr4cQApmZmfj++++RmZmJgIAAZGZmIiMjAzNmzEBiYuJLXQAVncDwGIzeFmoQ6ABAYmomRnOmZSIiMiEF6rNTt25drFixAjKZDDNnzgQA/Prrr5g5cyZOnjwp7evatSssLY0bBk1FQKsBIk8Dd87opk729AOqtQbkCmi0ArMO/JPvKWYfjEAnbxc2aRERUZlXoGBHCIFly5YhLCwMgwcPBgBERkZi8ODBuHbtmrSvffv2aN68eeGXlvIXcQA4OAFIS/hv3+mvAStHoMe3CFa2wkNV/qPmYpLSERwZjxZeTkVYWCIioqJnVLATHh6OtLQ0VKhQAceOHYOPjw8GDRoErVaL4OBgDBw4EJcvX8bAgQMBAG5ubkVaaMpFxAFg9wc5H0uLB3Z/AEXTbwFUNOp0LzojMxERUWliVLATERGBDz/8EJUqVUJGRgbMzc3h5uYGrVYLCwsLuLm5wdLSEr6+vnB0dCzqMlNOtBrgyKf5JmtwZQHKYT60z3TXSoMShjPzGD8jMxERUWlm9GisO3fu4MMPP4QQAq6uroiPjwcAZGZmIjU1FY8fP8atW7fwxhtvYNWqVahZs2aRFrwwmcRorMjTwObuL5T1gvY1vJsxE88GPK52ljgztQP77BARUall7Pe30X12nJ2d8cUXX2DPnj3w8fHB+++/DwAwNzeX0kRHR2Pnzp3o378/QkJCXqL4lCOtBrhzDnj6CChfCfBoCcj/f8mHp49e+LS+8huwghpp+K8mhzMtExGRqTA62ImLi8OUKVMQGhoKIQTGjh2Ln376CdbW1gB0nZdjY2PRv39//P7770VW4FdWxAEgcCqgevDfPtvKQNfFgHdPXfBjrIF78HtKdSz4JRQnxAiDw9/29+E8O0REZDKMnmdHoVAgNjYWv//+O7RaLQBg6dKluHv3Lu7evYvo6Gi89tpr2Lx5M/vtFLaIA8DuwfqBDgCoYnT7Iw7oanlsjAhQbKsAXh3QyccLx6a+Ke0e0dpT+n8n7wIETkRERKVcgYaeZ2Rk4Ouvv8aIEbragLt37yI8PFw6/vDhQ3z66afw9vbG0KFDC7WgryytRlejg5y6VgkAMiDwM+D1bsCbX+U+Gitb10VS09ezzVRj2nlh5RlOJEhERKbH6JqdzMxMVKlSBb/99htu3LiBOXPm4Nq1awgICICTkxPq1KmDJUuW4PXXX4ezs3NRlvnVcuecYY2OHgGo7uvSefcE+m0FLO0Nk1k56o5598zxLBrtf8FUcGS83jYREVFZZnTNjouLC9atWwcAUCqVGDJkCPr164dx48ahY8eOaNy4cZEV8pVmbMfj7HTePYHq7YBF/z/XUauJgFcHaQbl3HRfeQbZo7GGbrwAV66STkREJsLoYMfS0hJNmjTR22dlZYUNGzYUeqHoGcZ2PL4eCJSraBjUtP0UsCiXcx6tRvpv/7QfEaewxxNhh0dwxIWk1zFmWyhWD2qErt7OuY8CIyIiKuUK1GdHq9Vi4cKF+OKLLwAA9+/fR5UqVaR/MzMz4eXlhVu3bukNSaeX4NFSN+pKFYOc++38v/CfdA8rR13fnfxEHIA48JE0s84Ys1/1Dj8QjpiTORgn919C56PbIE/OZRQYERFRKWf0pILZKlSogMePH0OtVsPLywv37t1DtWrVEBUVBa1WCzMzM2m0VllR6icVzB6NBSDPgCcnnz8wrNn5/2Ul/r97c46EkLo/QwDQn3Ln/zf6bWHAQ0REJabQJxUEALVaLc2rY2FhATMzXfby5csDAORyOWQyTkRX6Lx76gKLw/7A04cvd65nlpXI6y8ly45y8HygA/w3Cmyqrn8Qm7SorDO3/v8XPRGZIqOCHY1Gg6FDh8LJyQlpaWmYMGECACAxMRETJkxAbGwsJkyYgAJWElFBePcEFEpgR7+XO8+dc0CycUPM8/7sF7pRYou46CuZALfmwPBABjxEJsqooedXr17FkydPMG/ePACAk5MTnJycIJfL4eTkBIVCIe2jIpQaV7D0jjV0v1if9RLLShCZrOjzQGZqSZeCiIqI0X12tFot5HI5PD09ERkZCQCoXr06bt++jYYNGyIsLAyAbqZljUaT16lKnSLrs5PbWlbZ+1X3gXsXdGkdqwO+IwEzCyArA7iwDkiIAhyq/bf/39+B7X2Nf/4hBwHPNvr7XmLB0BwN3KO7LqKyKCMVWFJD9/+c+rcRUalWqH12Hj9+jBYtWmD06NHIyspCZGQktFotsrKycPv2bWRmZkr7ACAyMhKenp75nNXE5baWVd2+QPienCcK/O1LwNUHiLkECK3+/hbjgTb+xj+/bRXAo5Xh/uxlJYxoysqrAzMg012PVwf22SEiolLNqGBHoVDgo48+wp49e3D//n3UqFEDSqUSSqVSmkywUaNGAIBy5crh9ddfh1qtLrpSl3bS6KnnKs1UD4BzK3LPJ7TAg9Cc959bAWgyjS/DM8tC6JErjFpW4tlAR0AGmd61yPJ+DiIiolLEqD47Dg4OmDBhAv78809cunQJffr0gUKhwPTp05GQkKD3UKlUr3agk+daVi8peM1//89pSQgg32UhAPy3rISVQ65JZLZVdGn6bYV4foFR28ocdk5ERGVGgYaeA7q+O0uXLsWoUaOQlpaGa9euwcvLq8CTCIaHh2PYsGG4efMmRowYga+++irPYetCCIwdOxa7du2CVqvF22+/jdWrV8PKygoAUL9+fVy5ckVK/+GHHyIgIKCgl/fy8l3L6iU827Q18QpwPxSI+hNIvAfYVwU82+a7LITEu6du8dDI08CdM4BWC1g7AuWddc1cz8ySnFKtM0bOWwlnJGJ41+ao1/JNKMwK/NIhIiIqEQX6xjp9+jR69OiBTz75BF9++SUAYOTIkTh48CA++OADjB49Gl5eXvmeR61Wo0ePHujSpQt27tyJCRMmYNOmTRg2bFiuebZu3Yrr168jLCwMKpUKw4cPx8KFCzFnzhykpqbi1q1biI2NlYIupVJZkEsrPMU12kmuALza6R5FeI7A8BjMPPAPHmm9AQAHDgOuZ09x3SwiIiozjF71/PLly+jRoweWLVsmBToAsG7dOgQFBSE9PR116tTBu+++m++5jhw5gqSkJCxduhReXl5YsGAB1q9fn2ee4OBg9O3bFx4eHqhXrx7efvtt3Lx5EwAQFhaG+vXro2LFirC3t4e9vb1U45MTtVoNlUql9yg0xq5lVQYEhsdgzLZQPFLpN0s+TErHmG2hCAw3br4eIiKikmR0zU7dunVx5MgRtGjRwuCYp6cnVq5cibFjx+LSpUv5nuvy5cto3ry5NBtz/fr1ERERkWeeOnXqYOvWrXjnnXeQnp6OnTt3YvLkyQB0gdC9e/dQsWJFZGZmYsCAAVi+fHmutTsLFy7E7Nmz8y3nCzF2LauXde0wUD//wPJFabQCsw9G5HgF2Z2XZx2IQKsaFaAwnGKZqGzIyIJ1/qmIqIwr8NpYhWHKlClIT0/Hd999J+2rWLEibty4AQeHnDvNZmZmonHjxlK/nB49emD//v2Qy+UYPXo0kpKSMGvWLCQmJmLgwIEYMWIEPvvssxzPpVar9TpRq1QquLm5Fd48Oy+zlpWxbCoDk8KLbDRU0K0nGLDufJGcm6i0sEI6rloOBwCIafchU5Yv4RIRUUEU6jw7ERERWLRokbQWVl5kMhk6duyIAQMG5P6kZmYGtS6WlpZITU3NNdj59ttvYW9vjzt37kAmk2HUqFHw9/fHN998gx9++EEv7YwZM7BixYpcg53sYfNFJnstK4N5dqoAdd/JfZ6dgkh+oOsM7en3cufJRWxyepGcl6i0SsvUwLqEuvoRUdEyKtixs7NDkyZNjAoQHj16hBEjRqBv3765jtBydHREeHi43r7k5GRYWFjket7t27djzpw5cHd3B6Brimrbti2++eYbg7TOzs64f/9+vmUtUtmjnXKaQbnjLP0ZlO+cA2LzbsbLURF2hna2sTQq3aZhvmjq6Vhk5SAqSqlPVUAeU18RkWkwKtipUqUKJkyYgH379uHXX3+FXK7frzkrKwuZmZnYunUrMjIykJqaiszMzFyDHV9fX6xbt07ajoyMhFqthqNj7l+aWq0WsbGx0vbDhw+lZSlatGiB3bt3w81NtyhlUFAQPDw8jLm0oiVX5Fzz8uz+Bv2BoO+Ao58X/PxF2Bm6qacjXO0s8TApPceGOBkAFztL+NWsyD47VHZZcFJMoldBgYaeu7u7o1WrVgbBTvbSEQBgbm6OGTNmSJ2Pc9KmTRuoVCps3LgRw4YNw4IFC9CxY0coFAokJibCxsYGCoX+h5Cfnx8WLVoEhUKBjIwMLF68GD176ia1q1OnDkaNGoWZM2fi2rVr+Oabb/T6A5V65V9gCLdtlSJdk0ohl2FmD2+M2RYKGZDT/MmY2cObgQ4REZV6RndQPnDgAA4fPgy5XI7sLDKZDFlZWVCr1QgICMCDBw8wcOBANG3aFEuXLs33fAMGDICVlRXkcjlOnjwJb29vyGQyhIWFwcfHRy99YmIiJkyYgMDAQCQnJ6NLly4ICAhAhQoVkJiYiGHDhuHo0aNwdnbG1KlTMWbMGKNvQpEtBGqMiAP5Lt2Qo/xmSS4kgeExmH0wAjFJ//XhcbWz5Dw7ZBJSnybBeomuaTz1k7uwLm9XwiUiooIo1A7KAHDlyhVkZmaiTZs2Oc50fPv2bbRt2xYjRozA9OnT8z1fz549cevWLYSEhKB58+ZwcnICAOQWe9nb22PLli25Htu3b5+xl1J6aDXAkU8Lnu/tNcW2VEPXuq7o5O2C4Mh4xCanw9nGEk09HVmjQ0REZUaBmrFatWoFa2trjBw5EnZ2drCyskLFihVRpUoVPHnyBEuXLsX7779v9PlcXFzQrVu3AhfaZNw5Z9Tq4wZCNgA+/Qu/PLlQyGVo4eVUbM9HRERUmAq8wFHHjh0RFhYGCwsLaDQaxMbG4p9//sGvv/6KX3/9FcHBwZg3bx7Kl+d8Ffl60dFUSfcKtxxEREQmzOhgRy6XY9KkSQZz12RlZSE9PR137tzB/PnzMW7cODRr1kwKiCgPLzqayq5q4ZaDiIjIhBkd7Hz22Wdo166dtFxEVlaWNMng5s2bUb58eVSsWBFHjhzB/v37GegYw6OlboXxgjZlDfipaMpDRERkgoxeCHTGjBkYO3YshBDQarXo06cPli9fjtu3b2PVqlXw9PTEsmXLoFar8c477xRlmU2HXAG8+VXB8jh4AtYcMUJERGQso4Kd1NRU7N+/H3v27IFMJsOXX36JuLg4jBw5EtWrV8eFCxewd+9eHD58GFWrVsXWrVuLutymw7unbhi5Vc7LZOhx8AQ+vlTkRSIiIjIlRs+zI4SQhpxHRkbCysoKLi4uBuk2bdqETp06oUqVKoVb0iJUovPsZNNqgMjTwJ0zuhn8KvkA51cAqnu6PjoDfmKNDlEh4zw7RGVboc6zk5aWhm7duuH48eMAgNDQUGi1WmmWY61Wi/T0dPTu3Ru9e/dGu3btcOjQoTIV8JQ4uQLwaqd7ZKvbvaRKQ0REZDKMCnYsLS3x+PFjafvTTz9Fy5b6SxXIZDJ07twZI0eORK9evRjoEBERUalgVLAjk8mkkVcAYG1tjQ0bNiAlJQX29vbS/t27d0Oj0WDWrFmFXU4iIiKiF2L00PNbt25h6NChqFGjBlJTU3H58mU0a9YMdnZ2qFy5MmrXro233noL27dvL8ryEhERERWI0UPPHRwc0Lp1a2nxzyZNmkCj0eDevXv49ddf0a9fP2zevBndunVDSkpKUZaZiIiIyGhG1exoNBqUL18eI0aMAAAEBASgQ4cOBumWL1+ODRs2YPjw4di1a1fhlpSIiIjoBRgV7GRkZOh1ON66dStkMhnS0tJga2sLrVYLtVotTSzYqFEjXLhwAb6+vkVWcCIiIiJjGBXsWFlZwcfHBzdu3MBrr72G1q1b6zKbmaFOnTrYsWMHvL29pfTr169Ho0aNiqbERERERAVgdJ+dn376CW3atMGGDRuQkZGB9PR01K5dG3v37oWbm5te2iZNmkAuN/rUREREREXG6IjEzs4O586dkyYLnD9/Pm7duoV+/fqhbdu2aNSoERo1aoSmTZtizZo1RVlmIiIiIqMZPfQ8PT0d1atXh5ubG9544w3MmjULu3btwo4dO/TS3b9/H8OHD8eoUaMKvbBEREREBWV0sJOYmAgAWLhwISwsLKDRaCCTyVCrVi29dJUrV8bgwYMLtZBEREREL8roYCcmJgaAbvZkQLce1o8//miQzsbGBnPmzCmk4hERERG9nBfuRSyXy9G4cePCLAsRERFRoeOQKSIiIjJpDHaIiIjIpDHYISIiIpPGYIeIiIhMGoMdIiIiMmkMdoiIiMikMdghIiIik8Zgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CEiIiKTxmCHiIiITBqDHSIiIjJpDHaIiIjIpDHYISIiIpPGYIeIiIhMGoMdIiIiMmkMdoiIiMikMdghIiIik8Zgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CEiIiKTxmCHiIiITBqDHSIiIjJpDHaIiIjIpJVYsBMeHg5fX184ODjA398fQog80wshMGbMGDg6OsLe3h5Dhw5FWlqadHzPnj3w8PBA5cqVsWPHjqIuPhEREZURJRLsqNVq9OjRA40bN8bFixcRERGBTZs25Zln69atuH79OsLCwnD69Gn8888/WLhwIQBd4DRw4EBMnz4dR48exYwZM3D9+vViuBIiIiIq7Uok2Dly5AiSkpKwdOlSeHl5YcGCBVi/fn2eeYKDg9G3b194eHigXr16ePvtt3Hz5k0AQEBAANq3b48RI0agXr16GD9+PLZu3Vocl0JERESlXIkEO5cvX0bz5s1hbW0NAKhfvz4iIiLyzFOnTh1s27YNjx49wp07d7Bz50506tRJOl+HDh2ktE2bNkVISEiu51Kr1VCpVHoPIiIiMk0lEuyoVCp4enpK2zKZDAqFAgkJCbnmGTFiBJ4+fQoXFxdUq1YNnp6eGDJkSI7ns7W1xYMHD3I918KFC2FnZyc93NzcCuGqiIiIqDQqkWDHzMwMSqVSb5+lpSVSU1NzzfPtt9/C3t4ed+7cwd27d5GVlQV/f/8cz5ffuaZNm4akpCTpER0d/ZJXRERERKVViQQ7jo6OiIuL09uXnJwMCwuLXPNs374d/v7+cHd3h5ubGxYuXCj183n+fPmdS6lUwtbWVu9BREREpqlEgh1fX18EBQVJ25GRkVCr1XB0dMw1j1arRWxsrLT98OFDaDSaHM8XFhaGKlWqFEHJiYiIqKwpkWCnTZs2UKlU2LhxIwBgwYIF6NixIxQKBRITE6Ug5ll+fn5YtGgRNm3ahLVr12Ls2LHo2bMnAOCdd97Bzp07ceXKFTx9+hQrVqxAly5divWaiIiIqHQyK5EnNTNDQEAABgwYAH9/f8jlcpw8eRIA4ODggLCwMPj4+OjlmTdvHlQqFT799FMkJyejS5cu+PbbbwEADRo0wMcff4wmTZrA0tISNWvWxNixY4v5qoiIiKg0kon8pi4uQg8fPkRISAiaN28OJyenlz5fREQE7t+/j7Zt2+bZZ+d5KpUKdnZ2SEpKYv8doldI6tMkWC9x1/3/k7uwLm9XwiUiooIw9vu7RGp2srm4uKBbt26Fdj5vb294e3sX2vmIiIio7ONCoERERGTSGOwQERGRSWOwQ0RERCaNwQ4RERGZNAY7REREZNIY7BAREZFJY7BDREREJo3BDhEREZk0BjtERERk0hjsEBERkUljsENEREQmjcEOERERmTQGO0RERGTSGOwQERGRSWOwQ0RERCaNwQ4RERGZNAY7REREZNIY7BAREZFJY7BDREREJo3BDhEREZk0BjtERERk0hjsEBERkUljsENEREQmjcEOERERmTQGO0RERGTSGOwQERGRSWOwQ0RERCaNwQ4RERGZNAY7REREZNIY7BAREZFJY7BDREREJo3BDhEREZk0BjtERERk0hjsEBERkUljsENEREQmjcEOERERmTQGO0RERGTSGOwQERGRSWOwQ0RERCaNwQ4RERGZNAY7REREZNIY7BAREZFJY7BDREREJo3BDhEREZk0BjtERERk0hjsEBERkUljsENEREQmrcSCnfDwcPj6+sLBwQH+/v4QQuSZfujQoZDJZAaPqKgoCCFgb2+vt3/evHnFdCVERERUmpVIsKNWq9GjRw80btwYFy9eREREBDZt2pRnnu+//x4JCQnS4/Dhw6hZsybc3Nzw77//wt7eXu+4v79/8VwMERERlWolEuwcOXIESUlJWLp0Kby8vLBgwQKsX78+zzzW1tawt7eXHsuWLcOsWbOgUChw4cIFtGjRQu+4UqkspqshIiKi0qxEgp3Lly+jefPmsLa2BgDUr18fERERRue/cOECIiMj0b9/fwBAcHAwgoODYW9vD2dnZ3z55Zd5Noup1WqoVCq9BxEREZmmEgl2VCoVPD09pW2ZTAaFQoGEhASj8q9cuRJjxoyBXK4r/o0bN9CjRw+EhYXhxx9/xA8//IBdu3blmn/hwoWws7OTHm5ubi93QURERFRqlUiwY2ZmZtDMZGlpidTU1HzzxsfH45dffsGwYcOkfUeOHMHy5cvh6emJjh07YsKECdizZ0+u55g2bRqSkpKkR3R09ItfDBGVWRrtfzXAF+8k6G0TkekokWDH0dERcXFxevuSk5NhYWGRb96ff/4Zfn5+cHBwyDWNs7Mz7t+/n+txpVIJW1tbvQcRvVoCw2PQfeUZaXvU1hC0XnwcgeExJVgqIioKJRLs+Pr6IigoSNqOjIyEWq2Go6Njvnl3796NPn36SNtpaWmoV68e0tLSpH1BQUHw8PAo3EITkckIDI/BmG2hiE1W6+1/mJSOMdtCGfAQmRizknjSNm3aQKVSYePGjRg2bBgWLFiAjh07QqFQIDExETY2NlAoFAb50tLScOrUKfzwww/SPisrK1SqVAljx47FuHHjcPr0afz44484duxYcV4SEZURGq3A7IMRyKnBSgCQAZh1IAKtalSAQi4r5tIRmSYrcwVkspJ7P5VIsGNmZoaAgAAMGDAA/v7+kMvlOHnyJADAwcEBYWFh8PHxMch37tw5ODg4oHr16nr7N2zYgKFDh6J169aoVq0adu7cibZt2xbDlRBRWRMcGY+YpPRcjwsAD1XpqDfrt+IrFJGJa+LhgJ9GtyixgKdEgh0A6NmzJ27duoWQkBA0b94cTk5OAJDnkPE33ngDDx8+NNjv7u6O48ePF1lZich0xCbnHugQUdG4eCcBaZkaWFuUTNhRYsEOALi4uKBbt24lWQQiesU421galW7TMF809cy/HyER5S41Q4Mm80q+W0mJBjtERMWtqacjXO0s8TCXpiwZABc7S/jVrMg+O0Qv6dnpHIIj40vsfcVVz4nolaKQyzCzhzcAXWDzrOztmT28GegQvaTA8Bh0/uY4mssj0FN+Dj9s3ow2i34vkdGOrNkholdO17quWD2oERYfCAUy/tvvYmeJmT280bWua8kVjsgEBIbHYP+PP2Cv+RZUtoiX9j9QO2LOj4OB90cX6/uMwQ4RvZK61nVFpxptgUW67U1Dm6LJa1VZo0P0kjRagZP7N+B78+UGx1wQj+/Nl+Pz/Rbo5P15sb3f2IxFRK+sZz9om1V3ZKBDVAiCb8VhQmYAAOD5t1T29oTM9Qi+FYfiwmCHiIiICo0m6iwqy+INAp1schlQWfYEmqizxVYmBjtERERUaJxliYWarjAw2CEiIqJC41Xdq1DTFQYGO0RERFRoFNVaIc3KBdpcFkTQCiDNygWKaq2KrUwMdoiIiKjwyBWw6vE1ZDIZtM8d0gKQyWSw6vE1IDdc8LvIilRsz0RERESvBu+ekPXbApmN/lw6MtsqkPXbAnj3LNbicJ4dIiIiKnzePSGr3g5Y5KbbHrgHMq8OxVqjk401O0RERFQ0ng1sPFqWSKADMNghIiIiE8dgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CEiIiKTxmCHiIiITBqDHSIiIjJpDHaIiIjIpDHYISIiIpPGYIeIiIhMGoMdIiIiMmkMdoiIiMikMdghIiIik8Zgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CGiV5dW89//75zT3yYik8Fgh4heTREHgO+a/re9vS+wvK5uPxGZFAY7RPTqiTgA7B4MJMfo71fF6PYz4CEyKWYlXQAiomKl1QCBUwGIHA4KADLd8ertALmieMtGZGoyUku6BAAY7BDRq+bOOUD1II8EQnd8kVuxFYmIihabsYjo1fL0UUmXgOjV49YcMLcusadnzQ4RvVrKVzIu3cA9gEfLoi0L0avC3BqQyUrs6RnsENGrxaMlYFtZ1xk5x347Mt1xrw7ss0NkItiMRUSvFrkC6Lr4/zee/6X5/9tdFzHQITIhDHaI6NXj3RPotwWwddXfb1tZt9+7Z8mUi4iKBJuxiOjV5N0TeL2bbnTW00e6vjweLVmjQ2SCGOwQ0atLrgA8/Uq6FERUxNiMRURERCaNwQ4RERGZNAY7REREZNIY7BAREZFJY7BDREREJo3BDhEREZm0Egt2wsPD4evrCwcHB/j7+0OInKZt/8/QoUMhk8kMHlFRUQCA7777DpUqVUL16tVx/PjxYrgCIiIiKgtKJNhRq9Xo0aMHGjdujIsXLyIiIgKbNm3KM8/333+PhIQE6XH48GHUrFkTbm5uOHr0KD755BOsXbsW27Ztw4gRI/DkyZPiuRgiIiIq1Uok2Dly5AiSkpKwdOlSeHl5YcGCBVi/fn2eeaytrWFvby89li1bhlmzZkGhUGD16tUYMmQIevXqhZYtW6JXr17Yt29fMV0NERERlWYlMoPy5cuX0bx5c1hbWwMA6tevj4iICKPzX7hwAZGRkejfv790vvfff1863rRpU/z5558YMWJEjvnVajXUarW0nZSUBABQqVQFvhYiIiIqGdnf2/l1hSmRYEelUsHT01PalslkUCgUSEhIgIODQ775V65ciTFjxkAul+d4PltbWzx48CDX/AsXLsTs2bMN9ru5uRXkMoiIiKgUSE5Ohp2dXa7HSyTYMTMzg1Kp1NtnaWmJ1NTUfIOd+Ph4/PLLL/j2229zPV/2uXIzbdo0TJ48WdrWarWIj4+Hk5MTZDJZQS8nTyqVCm5uboiOjoatrW2hnpv08V4XH97r4sN7XXx4r4tPYd1rIQSSk5NRuXLlPNOVSLDj6OiI8PBwvX3JycmwsLDIN+/PP/8MPz8/vaDI0dERcXFxRp9LqVQaBFv29vZGlv7F2Nra8s1TTHiviw/vdfHhvS4+vNfFpzDudV41OtlKpIOyr68vgoKCpO3IyEio1Wo4Ojrmm3f37t3o06dPnucLCwtDlSpVCq/AREREVGaVSLDTpk0bqFQqbNy4EQCwYMECdOzYEQqFAomJidBoNDnmS0tLw6lTp9CuXTu9/X379sX333+P+/fv49GjR1i/fj26dOlS1JdBREREZUCJBDtmZmYICAjA+PHjUaFCBfzyyy9YvHgxAMDBwQFXrlzJMd+5c+fg4OCA6tWr6+3v0aMH3njjDdSsWROenp5o2LChQe1PSVEqlZg5c6ZBsxkVPt7r4sN7XXx4r4sP73XxKe57LRP5jdcqQg8fPkRISAiaN28OJyenlz7fhQsXkJKSgrZt2xZ6R2MiIiIqm0o02CEiIiIqalwIlIiIiEwagx0iIiIyaQx2iIiIyKQx2Cmg8PBw+Pr6wsHBAf7+/vmuxwEAe/bsgYeHBypXrowdO3boHfvuu+9QqVIlVK9eHcePHy+qYpdJhXmvNRoNxowZA1tbW1hbW2PkyJHIysoqyuKXKYX9us52+/ZtaQ080imKe52amorq1atj7969RVHkMqsw73VaWhreffdd2NraomLFivjkk0+g1WqLsvhlyovca0A3yrpWrVoG+435fCkQQUZLT08X1apVE6NGjRI3b94Ub731ltiwYUOeea5cuSIsLCzEunXrxN9//y1q1Kghrl27JoQQIjAwUFhaWor9+/eLs2fPCk9PT/H48ePiuJRSr7Dv9bx580SzZs3EP//8I8LCwkTFihXF2rVri+NSSr3CvtfP6tSpk+DHzH+K6l77+/uLTp06FWXRy5zCvtezZ88WAwYMEPfu3RPBwcGiWrVqYv369cVxKaXei9xrIYS4ePGicHZ2Fh4eHnr7jf18KQh+ChXAvn37hIODg0hJSRFCCHHp0iXRqlWrPPN8/PHHokuXLtL28uXLxRdffCGEEKJXr15i1KhR0rGJEyeKdevWFUHJy57CvtcTJ04Ut27dko4NHjxYjBkzpghKXvYU9r3OtmXLFlG7dm0GO88oint96dIlYW1t/dJfBqamsO91t27dxK+//iodGzFihJg2bVoRlLzseZF7/fTpU+Hu7i7mzJljEOwY8/lSUGzGKoDLly+jefPmUrV8/fr1ERERkW+eDh06SNtNmzZFSEhIvsdedYV9r5ctW6Y3GeX169dRs2bNIih52VPY9xoAnjx5An9/fwQEBBRNocuowr7XQgj873//Q8uWLREUFITLly8XXeHLmMK+13Xq1EFAQAASExPxzz//4Ndff0WnTp2K7gLKkBe51+bm5jh37hz8/PxyPF9hfzcy2CkAlUoFT09PaVsmk0GhUCAhIcHoPLa2tnjw4EG+x151hX2vn3XixAmEh4dj0KBBhVvoMqoo7vXkyZPx3nvvoWXLlkVT6DKqsO/1rl27EBwcDGdnZ1y/fh1vvvkmvv7666K7gDKksO/1Z599hqCgIDg4OKBu3bro06cP2rdvX3QXUIa8yL22sLDIdQ3LovhuZLBTAGZmZgZTW1taWiI1NdXoPM+mz+vYq66w73W2lJQUjBw5EjNnzkTFihULt9BlVGHf6z/++AOnT5/GggULiqbAZVhh3+u1a9fi3Xffxfbt27Fw4UL89NNP+PLLL5GcnFw0F1CGFPa9nj59Olq3bo1Hjx7h2rVr+Ouvv7By5cqiKXwZ8yL3uiDnK4zvRgY7BeDo6Ii4uDi9fcnJybCwsDA6z7Pp8zr2qivse51t/PjxcHd3x5QpUwq3wGVYYd7r9PR0jB49GmvWrEG5cuWKrMxlVWG/ru/du4fu3btLxxo1aoSMjAxER0cXcsnLnsK+19u3b8eMGTPg7OyMWrVq4csvv8T69euLpvBlzIvc64KcrzC+GxnsFICvry+CgoKk7cjISKjVajg6OhqdJywsTKq6y+vYq66w7zUAfP/99/jtt9+wY8cOyOV86WcrzHv9119/4datW3j33Xdhb28Pe3t7AIC9vT3OnDlTZNdQVhT267pq1apIS0uTjt25cwcymQyurq5FUPqypbDvtVarRWxsrHTs4cOH0Gg0RVDysudF7nVBzlco340v1b35FZOZmSkqVqwoDakbMWKE6N69uxBCiISEBJGVlWWQ59KlS6JcuXLi77//FsnJycLHx0csWbJECCHEL7/8IlxdXcW9e/fEw4cPRZUqVcSePXuK74JKscK+18ePHxdKpVL8/vvvIjk5WSQnJ4vU1NTiu6BSrDDvdVpamoiMjNR7ABCRkZEiLS2tWK+rNCrs1/XatWuFl5eX+Ouvv8SNGzdEp06dxFtvvVV8F1SKFfa97tatm2jSpInYtm2b+Pbbb0XFihXF559/XnwXVIq9yL3OduLECYPRWHn9HV4Ug50C+uWXX4S1tbVwcnISFStWFP/8848QQggAIiwsLMc8n3/+ubCwsBC2traicePG0pesVqsVgwYNElZWVsLKykp0795daLXa4rqUUq8w7/Xbb78tAOg92rZtW0xXUvoV5r1+Hn9T6Svsz5AFCxYId3d3YWVlJTp37ixiYmKK61JKvcK819HR0aJHjx7CwcFBlCtXTgwbNow/mJ7xIvdaiJyDHSGM/3wxFlc9fwEPHz5ESEgImjdvDicnJ6PyRERE4P79+2jbtq1B2+OFCxeQkpKCtm3bQiaTFUWRy6zCvteUO97r4sN7XXx4r4vPi9zrvBTm34HBDhEREZk09tIkIiIik8Zgh4iIiEwagx0iIiIyaQx2iIiIyKQx2CEiIiKTxmCHiMq0qKioAk3ZcPLkSVSrVq3oCkREpQ6DHSIiIjJpDHaIiIjIpDHYIaJS7+zZs2jYsCGsra3RtGlTRERE5Jl+06ZNaNq0KXr16gU7Ozt07doVMTExemkOHDgADw8PODo6YtWqVS/8XERU+jHYIaJSTavVom/fvujTpw9u376NNm3a4JNPPsk334ULF9CiRQtcunQJSqUSo0ePlo49efIEixcvxuHDhzFnzhxMmTIF6enpL/xcRFS6mZV0AYiI8hMWFgYHBwf8/fffSExMxPXr1/PNU7VqVUydOhUymQyzZs2Cr68vsrKyAABPnz7F6tWrUadOHdSsWRMfffQRHj16BDc3txd6LiIq3VizQ0Slmlwux7Jly1ClShWMGzcOCQkJ0Gg0+earWrWqNEqrSpUq0Gg0ePLkCQDAwcEB9evXBwBpgUEhxAs/FxGVbqzZIaJS7eTJkwgICMDVq1fh7OyMw4cPIyQkJN98d+/ehRACMpkM0dHRMDMzQ4UKFQAAtra2hfpcRFS6sWaHiEq15ORkAEBiYiLOnj2LyZMnQwiRb74HDx5g4cKFiIyMxOzZs9GrVy8oFIoieS4iKt0Y7BBRqda1a1d07doVjRo1wujRozFy5Eg8ePAAjx49yjNf8+bNERwcjLp16yIjI0NvxFVhPxcRlW4ywZ8tRGRiNm3ahE2bNuHkyZMlXRQiKgVYs0NEREQmjTU7REREZNJYs0NEREQmjcEOERERmTQGO0RERGTSGOwQERGRSWOwQ0RERCaNwQ4RERGZNAY7REREZNIY7BAREZFJ+z+3dzQ1NeCCZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图形观察“训练样本和测试样本的预测准确率随alpha值变化情况”\n",
    "train_scores = [model.score(X_train, y_train) for model in models]\n",
    "test_scores = [model.score(X_test, y_test) for model in models]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_xlabel(\"alpha\")\n",
    "ax.set_ylabel(\"预测准确率\")\n",
    "ax.set_title(\"训练样本和测试样本的预测准确率随alpha值变化情况\")\n",
    "ax.plot(path.ccp_alphas, train_scores, marker='o', label=\"训练样本\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.plot(path.ccp_alphas, test_scores, marker='o', label=\"测试样本\",\n",
    "        drawstyle=\"steps-post\")\n",
    "ax.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "98844bff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优alpha值： {'ccp_alpha': 0.004410866910866909}\n",
      "最优预测准确率： 0.8476190476190476\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 通过10折交叉验证法寻求最优alpha值\n",
    "param_grid = {'ccp_alpha': path.ccp_alphas}\n",
    "kfold = StratifiedKFold(n_splits=10, shuffle=True, random_state=10)\n",
    "model = GridSearchCV(DecisionTreeClassifier(random_state=10), param_grid, cv=kfold)\n",
    "model.fit(X_train, y_train)\n",
    "print(\"最优alpha值：\", model.best_params_)     \n",
    "model = model.best_estimator_\n",
    "print(\"最优预测准确率：\", model.score(X_test, y_test))\n",
    "plot_tree(model, feature_names=list(X.columns), node_ids=True, impurity=True, proportion=True, rounded=True, precision=3)\n",
    "plt.savefig('out3.pdf')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "08fb5b8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#  决策树特征变量重要性水平分析\n",
    "sorted_index = model.feature_importances_.argsort()\n",
    "plt.barh(range(X_train.shape[1]), model.feature_importances_[sorted_index])\n",
    "plt.yticks(np.arange(X_train.shape[1]), X_train.columns[sorted_index])\n",
    "plt.xlabel('特征变量重要性水平')\n",
    "plt.ylabel('特征变量')\n",
    "plt.title('决策树特征变量重要性水平分析')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "89a78e12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '决策树分类树算法ROC曲线')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制ROC曲线\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']#解决图表中中文显示问题\n",
    "RocCurveDisplay.from_estimator(model, X_test, y_test)\n",
    "x = np.linspace(0, 1, 100)\n",
    "plt.plot(x, x, 'k--', linewidth=1)\n",
    "plt.title('决策树分类树算法ROC曲线')#将标题设置为'决策树分类树算法ROC曲线'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "874b282b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\sklearn\\base.py:451: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names\n",
      "  \"X does not have valid feature names, but\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '决策树算法决策边界')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 运用两个特征变量绘制决策树算法决策边界图\n",
    "X2 = X.iloc[:, [2,5]]#仅选取workyears、debtratio作为特征变量\n",
    "model = DecisionTreeClassifier(random_state=100)\n",
    "path = model.cost_complexity_pruning_path(X2, y)\n",
    "param_grid = {'ccp_alpha': path.ccp_alphas}\n",
    "kfold = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\n",
    "model = GridSearchCV(DecisionTreeClassifier(random_state=100), param_grid, cv=kfold)\n",
    "model.fit(X2, y)#使用fit方法进行拟合\n",
    "model.score(X2, y)#计算模型预测准确率\n",
    "plot_decision_regions(np.array(X2), np.array(y), model)\n",
    "plt.xlabel('debtratio')#将x轴设置为'debtratio'\n",
    "plt.ylabel('workyears')#将y轴设置为'workyears'\n",
    "plt.title('决策树算法决策边界')#将标题设置为'决策树算法决策边界'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b811a14",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
